{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lesson 14.5 - Plotting with Seaborn: Visualizing the distribution of a dataset\n",
    "\n",
    "*Facsimile of [Seaborn tutorial](http://stanford.edu/~mwaskom/software/seaborn/tutorial.html).*\n",
    "\n",
    "When dealing with a set of data, often the first thing you'll want to do is get a sense for how the variables are distributed. This chapter of the tutorial will give a brief introduction to some of the tools in seborn for examining univariate and bivariate distributions. You may also want to look at the categorical plots section for examples of functions that make it easy to compare the distribution of a variable across levels of other variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats, integrate\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(sum(map(ord, \"distributions\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting univariate distributions\n",
    "\n",
    "The most convenient way to take a quick look at a univariate distribution in seaborn is the `distplot` function. By default, this will draw a [histogram](https://en.wikipedia.org/wiki/Histogram) and fit a [kernel density estimate](https://en.wikipedia.org/wiki/Kernel_density_estimation) (KDE)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.42852369,  1.19133255, -0.45820746, -1.85860798,  1.02445299])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "x[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/luke.thompson/miniconda3/envs/python3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25733da0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ah8TEwqcZc7k9uN7ai3RdDGLVSrHjhLSbh3V4tQ6JiYVPM3axvhsjDjcWcnTv1ehhHTVajDysQ+Jh4dOM/eVCB2LVCqQlx4gdJSxk6mMxYHOiZ4CHdUgcLHyakRbjAG509GNBppaXYvooUz+6nO0N3u+WRMLCpxl5t6oNCrkUeelcN8dX6ig5kuOj0NjBxdRIHCx8mrbeQTsqr3ShaEkKVFw3Z1oy9RqYemywjczsxjBEs8HCp2l771wbPB4Bm1elix0l7GQaRg/rtJoGRU5CkYiFT9My4nDhg0/bsapAB52WNzmZrvgYJeI1ShY+iYKFT9Py8cVO2OwufHn9PLGjhCWJRIKctHh0WYbgcAX/HrUU2Vj45DO3x4Pys63Iz4hHLm9yMmM5aXHwCECHeUjsKBRhWPjks3PXzLD0j+DL6zi6n42UpBhEKWVo4WEdCjIWPvlEEAS8dboFhkQ1lucnix0nrEklEmToNGg3D8Ht4axbCh4WPvnkWksvmrsGsG1dJqScaDVrmQYNnC4PjFab2FEogrDwySdlZ1oQq1Zgw5IUsaPMCalJashlEl6tQ0HFwiev2s2DuNRgwT2rMqBUcKKVP8hlUqQlx6DVNMjF1ChoWPjkVWlFE1RKGe5enSF2lDklU6+BbcTFNfIpaFj4NKV28yDO1pqwZXUGNNEKsePMKek6DSQAr9ahoGHh05SOnxwd3W/jpZh+F6WUQZcQjTYWPgUJC58m1dTZj6qrJmxZk8nRfYBk6DXoGbBjaNgpdhSKACx8mtR/lF9FtEqGrWszxY4yZ2XoRm8e02bmKJ8Cj4VPE2oxDqDiUie2rOboPpDiY5SIVSvQxmUWKAhY+DShN042ISZKjq3rOLoPJMlns247LTY4XR6x49Acx8Kn27QYB/DpdTPuK85FTBRH94GWoY+BxyOg08JRPgUWC59uc/yTRkSr5LivOFfsKBFBn6CGQi7lYR0KOBY+jdPcNYDzdd3YtpbH7oNFJpUgLTkG7WbOuqXAYuHTOMc/aYRaJceWNTx2H0yZ+hgM292w9I+IHYXmMBY+jWns7MeF+m5sW5cJdZRc7DgRJS15dNZtm4mHdShwWPg05vgnjYiJ4uheDGOzbnk9PgUQC58AADc6+nGpwYJt6+YhWsXRvRgydDGw9tsxNMJZtxQYLHwCMDq610QrcA9XxBRNhl4DgId1KHA4lJvjXB7A7nRNuU1jZz+qb1hQsjEbHgBD9tHtBasNNvvk7+Xd+fwrPkYJTbQCbeZBFMzTih2H5iCfCr+0tBQvvvgiXC4XHn30UXz1q18d9/q7776L559/HoIgICMjA7/5zW8QHx8fkMA0PXanC2drjVNu825VK1QKGTTRinHbxmqiMDA4+VUjyxfo/JaTRmfdZuo1uN7aC5fbA7mMf4CTf3n9iTIajTh06BCOHj2K119/Ha+88grq6+vHXh8cHMQvfvELvPTSS3jjjTdQUFCA559/PqChyX/MPcPo6LZhSU4CFHIWjNjSdTFwewR0WnivW/I/r9/wiooKFBUVQavVQq1WY9u2bSgrKxt73el04uc//zkMBgMAoKCgAJ2dnYFLTH51ob4bKoUMBfMSxI5CAAyJn8265Rr5FABeC99kMkGn+/xPd71eD6Px8z/7ExIScO+99wIARkZG8NJLL2HLli0BiEr+ZuqxodNiw5L5iRzdh4ibs27bOOuWAsDrMXyPxwOJRDL2WBCEcY9vGhgYwPe//30sXLgQ999//7RCJCVpprX9rXS62Fm9P5iCnVWw2hCriZrwtfc/bUe0So41iwxQyCe+Oflk7wUAhUI+5euzMZN9+7J9qGSearu8TC2auwYw4hSgT4wGAKjVKugS1X7JOV38fgWGGFm9Fn5KSgqqqqrGHpvNZuj1+nHbmEwmfPOb30RRURGefPLJaYewWAbhmeElHzpdLMzmgRm9N9jEyGqzuyY88Wq02tBmGsTqAh1GRpwYwe3Xfns7aet0Trxvf5juvr1lnel+p8PXfXvLmhSrhATAtWYropWjf3nZbHaY3W5/RfUZv1+BMdusUqlkRgNlr3/Hb9iwAZWVlbBarRgeHkZ5eTmKi4vHXne73di/fz+2b9+On/70pxOO/in0XKy3IEop4+V/IShKKUeylrNuyf+8jvANBgMOHjyIvXv3wul04sEHH0RhYSH27duHAwcOoKurCzU1NXC73Xj77bcBAEuXLsXTTz8d8PA0M11WG7qsNqxZqOOlfyEqQx+D89e7YRtxQs17EpCf+HQdfklJCUpKSsY9d/jwYQDAsmXLcPXqVf8no4C5WNeNaJUMCzI5ug9VmToNzl/vRpt5iP+dyG84vIswXRYbjD3DWJqTxNF9CIvXfDbrlpdnkh/xGx9BBEHAxfrR0X1+JmdChzKJRIIMfQw6LTa43LzXLfkHCz+CdFk/G93P5+g+HGToNHB7BHRx1i35Cb/1EeRivQXRKjkWZHB0Hw4MiWooZFK08rAO+QkLP0J0WW0w9Qxj6fxEyDi6Dwujs27VaDMPcdYt+QW/+RHiUr1l9Ng9R/dhJUOvwbDdxZO35Bcs/Ahg7Bm97n5JTiKP3YeZdF0MAKD6hlXkJDQX8NsfAS59NquW13OHnyilHDptFC7fsIgdheYAFv4c19TZj06LDYuzEzi6D1MZOg1aTYPoGbCLHYXCHBtgjis73cL17sPczXvdXmroFjkJhTsW/hzW1NWPK41WLM7m3azCmVajRGKcChfreViHZoctMIeVnmxCtEqOgiweuw9nEokES+cnoabJCocz+Esk09zBwp+jWowDOF/Xjc2r0qGc5OYmFD6Wzk+Ew+VBbXOP2FEojLHw56gTp5oRpZRh04p0saOQH+Sla6FSynCxnsfxaeZY+HOQqceGs1dN2LwyHeoon1bAphCnkEuxNDsRFxssnHVLM8bCn4PKzrRCJpXg3rWZYkchP1qel4yeATtajJx1SzPDwp9j+gbt+ORSJzYuS4VWoxI7DvlRYW4SJADO15nFjkJhioU/x7xT1Qa3x4Mvr58ndhTys7gYJfIztTh3nYVPM8PCn0NsIy58cL4Nawr0MCSoxY5DAbCmQId28xA6LUNiR6EwxMKfQz680I5huxs7irLEjkIBsrpADwA4e9UkchIKRyz8OcLpcqP8bCuW5CQiKyVW7DgUIAmxKuRlxKPqKg/r0PSx8OeIk5e70D/k4Og+Aqwt0KPNPIguK299SNPDwp8DPB4BZadakJMai4XzuIzCXLe6QAcAqOJhHZomFv4cUHXNBFPvMHYUZUEikYgdhwIsMS4KuelxPI5P08bCD3OCIODEqWakJKqxcoFO7DgUJOsWGtBqGkRHN6/WId+x8MPclSYrWoyD2L5+HqQc3UeMdYv0kEiAUzVdYkehMMLCD3MnKpuREKtC0ZIUsaNQEMVrVFicnYhTV4xcW4d8xsIPYw0dfbja0outazN5g5MIVLTYgO6+ETS094sdhcIEWyKMvXWqBTFRchQvTxM7Colg1QIdlHIpKnlYh3zEwg9TnZYhnL9uxuZVGYhWcQnkSBStkmNFfjLO1prgcnvEjkNhgIUfpt463QKFXIotazLEjkIiKlqcgsFhJy7fsIodhcIACz8MWftHUHm5C3cVpiFOrRQ7Dolo6fxExMUo8fGlDrGjUBhg4Yeh8rOtEARg2zre4CTSyWVSbFyagov1FvQO2sWOQyGOhR9mBoed+OhCB9Yt1iNZGy12HAoBdy1Pg0cQcLK6U+woFOJY+GHmvXNtsDu5BDJ9LiVRjQWZWnx8qZPX5NOUeHlHiHB5ALvTNeU2docb71S1Yun8RCTERWHIPvX2AODh9z8iFC9Pxf99sxbXW3tRMC9B7DgUolj4IcLudOFsrXHKbWqarLCNuJCp13jd9qblXF8nIqwu0OPIO9fx0YUOFj5Niod0woTb40FNYw8MidHQ8dg93UKlkGHj0lScvWriyVualE+FX1paih07dmDr1q04cuTIpNs9/vjjOHbsmN/C0edutPfDZndh2fwksaNQiLpnTQY8HgEffNoudhQKUV4L32g04tChQzh69Chef/11vPLKK6ivr79tm/379+Ptt98OWNBI5hEEXG60IjFOhdQk3pycJmZIUKMwNwkfXmiH0+UWOw6FIK+FX1FRgaKiImi1WqjVamzbtg1lZWXjtiktLcU999yD7du3ByxoJGvpGsCAzYll85N4gxOa0pa1mRiwOXG6hjdHodt5LXyTyQSd7vMTf3q9Hkbj+BOG3/rWt/BXf/VX/k9HEAQB1TesiItRYp5BI3YcCnGLsxKQnhyDd6paeYkm3cbrVToej2fcqFIQBL+PMpOSZldkOl2sn5IE3mRZBasNsZqo255v7upHz4Add6/JRFzs9E/WKhTyCffrq6neO9t9T2Um+/Zl+1DJPN0MarUKukTfDufdvzkfL7x2AW09I1hVoJ/W50xkLny/QpEYWb0WfkpKCqqqqsYem81m6PWz/yH6IotlEJ4ZXjCu08XCbB7wa55AmSqrze7CwODIuOcEQcCZK11QR8mRmhh92+u+cDpv36+vYjVRU753Nvv2Zrr79pZ1pvudDl/37WvWL7LZ7DC7fTsuvyxLi8Q4Ff79zzXISIia1QBtrny/Qs1ss0qlkhkNlL0e0tmwYQMqKythtVoxPDyM8vJyFBcXzygkTU+X1QZTzzCW5iRCJuWxe/KNQi7FjqIs1Lf3oba5R+w4FEK8Fr7BYMDBgwexd+9e7NmzB7t27UJhYSH27duH6urqYGSMSIIg4EJdN9RRcuRnxosdh8LMXYWp0GqUeONkk9hRKIT4NNO2pKQEJSUl4547fPjwbdv99re/9U8qQqfFBnPvCNYv1kMm5fw4mh6FXIbtRVn4j3frcLW5BwuzOPuWONM2JN0c3cdEyZGXwdE9zcym5WnQapR47cMGeHjFDoGFH5I6um3o7hvBstwkju5pxpQKGR7YlIvGzn6cvuLb2ks0t7FNQowgCLhQ3w1NtAK56Rzd0+zcsTQFWSmx+K+PGmB3cPZtpGPhh5h28xAsfSNYlssrc2j2pBIJHr4nHz0DdpSdaRE7DomMhR9CBEHAxZuj+zSO7sk/FmRqsWahHidONaPLahM7DomIhR9C2sxDsPTbUZibBClH9+RHj2zJh0Imxb+eqJ3xJEcKf7wBSojweAScv25GrFqB+WlxYsehECORSny6w9lkFAoZHvhSLv797Ws4cboZm1dlAABUCjnkHPZFDBZ+iDhTa0TvoAObVqRxdE+3sTvduHjdPMu9CMjQxeD4x41wuz2I16iwdpEBchVrIFLwd3sIcDjd+HNFE5Ljo7giJgWMRCJB0ZIUKORSfHi+A06XR+xIFGQs/BDwTlUregcdWF2g43r3FFDqKDmKl6ehf8iBk9WdXEI5wrDwRdY/5MCJU81YNj8JBh+XvyWajZQkNVYV6NBiHET52Vax41AQsfBFduwvDXA4Pdh9V47YUSiCLM5OQE5qLN482YSPLvAeuJGChS+ixs5+fHyxE1vWZHB0T0ElkUiwYVkqFuck4o9l13CmlksvRAIWvkgEQcDRd68jVq1AyQaO7in4ZFIJvrlzEfIztXjpjRp8cqlT7EgUYCx8kVRc7kJDez8e2JQLdRQviyNxKBUy/PDBQizM0uJfT9TizYomnsidw9g0IhiwOfDK+/XITYvDxsJUseNQBJNIJfB4BOy7bwmOlF/Dsb/cQFv3EP7H3XlQKWQQrDbYZjjhi5O6Qg8LXwSvvl+PYbsLj25fCCkvwyQRfXFC16KsBDicHpypMeJ6Sw+KV6QhMyV+xvcA5qSu0MPfv0FW02TFyctd+PL6ecjQcZIVhQ6JRIIV+cm4Z3UGhu1u/LmiGeevm3jzlDmEhR9Ew3YX/q3sKvQJ0SjZkC12HKIJpetiULIxG6lJalRc6kTZqRZ09w2LHYv8gIUfRL9/4zK6e0fwjR2LoFTIxI5DNCl1lBybV6Xj3nXzMDjsxInKFnx8sQODw06xo9Es8ABbkFxq6Mbbp5rx5fXzsCBTK3YcIq8kEgkWzEtAUpwSV25YUdPUg2bjIBZlJWDZ/EQOWsIQCz8I+m0OvHziKrJT43D/XfPFjkM0LUq5DCsX6LAgU4uIvPYoAAAMYElEQVTzdd240mhFfVsfFmUnYOE8LYs/jLDwA8zjEXC4tAZDIy78av8qKHidGoWpmGgF7ixMxaLsBFys68aFum7UNFqxMCsBi7ISoFKy+EMdCz/A3qxowpVGKx79cgFy0uJhNg+IHYloVpLionD36gxY+kZQfcOCSw0W1Db1oGCeFotzEhClZK2EKv6XCaArjVYc/6QRdyxJQfHyNLHjEPlVUnwUvrQyHT0DdlQ3WHC50YqrLT1YkKnF4uwEsePRBFj4AdJpGcKLr19Gmi4Ge7cVcJ17mrMSYlUoXpGG5YN2VN+wora5B1ebe9BqGsKuO7KQzvkmIYOFHwADNgd+99pFyGUS/PCBQh7bpIgQr1HhzsJULM9LQm1TD85fN+N0jRGFuUnY/tnVaRz4iIuF72d2pxvPH6tGz4ADP35kJZK10WJHIgqqWLUS6xYb8LUdi3DqShferWrDM0fPIyc1DtvXz8OqBTret1kkLHw/crrceOG/L6GhrQ/79yxFbnq82JGIRBMTrcB9G3Owbd08VFR3ouxMC/7365dHT/quSsddy9OgiVaIHTOisPD9xOX24MXXr+BKUw++vmMh1i7Uix2JKCSoFDJsXpWBTSvS8el1M97/tA2vfdiAP33ciPWL9bh7VQZyUuPEjhkRWPh+YHe48c+vV+PyDSv+59YFuKuQV+QQ3UoqlWDNQj3WLNSjzTyIDz5tR8XlLpys7kKmXoONy1JRtNiAuBil2FHnLBb+LI2eoL2Epq5+PPrlAmxakS52JKKQl6HT4H9tK8ADm3JxqqYLJ6s78Z/v1eG1D+qxbH4SNi5LwbL5SZzF62cs/FloNQ3in49Vo2fQjh/cvwwrF+jEjkQUVtRRcty9KgN3r8pAe/cQKqo7UXG5Cxfqu6FSyLA8LwlrCvRYNj+JV7v5AQt/hiovd+Hfyq5CHSXHYw+vRB5P0BKNI5FKMDSNu2VpY1XYsSEb24qyUNfai4v13bhY340ztSYo5FIszErAkpxELM5OREpiDO+mNQMs/GkasDlw5J3rOFNrQkGmFvt3L0G8RiV2LKKQ88W7ac3E/LQ4ZKfGwtQzjOauAdxo70N1gwUAkJYcg+V5SSicn4Tc9HjIZWx/X7DwfeQRBJy+YsR/vl8H24gL99+Vg+1FWfxBIwogqUSClEQ1UhLVWLdIj75BB9q7h9Bvc6D8TCveOtWCaJUMi7MSsXZpKjKTopGSqOYEr0mw8L0QBAFXW3rx2gf1aOoaQHZKLH700CJk6jldnCiYJBIJtLEqaGNVWLvIACmAmqYeVN/oxuVGK8599tdEQqwKC+clYHH26CqeiXFR4gYPISz8SXg8As7XdaPsdDMaOvqREKvCt3YtQtGSFN54nCgERKvkWF2gw+oCHQRBgEsqxclP21Db3IPqGxZUXukCAOgTopGfEY+89HjkZWiRmqSO2O8wC/8LBEFAq2kQp2uMqLjShb5BB3TaKHz13gW4szAVKl4iRhSSJBIJ0pI1+NLKdHxpZTo8goB289DYQm4X6y04WT36CyAmSo7c9Hjkpo/+EsgyxEIdFRlV6NO/ZWlpKV588UW4XC48+uij+OpXvzru9draWvz0pz/F0NAQ1qxZg1/+8peQy8Pj/0BL3wjq2ntxvaUXl25YYO23QyaVfHYtcCpW5CdBJuVxeqJwIpVIkKnXIFOvwda1mRAEAcaeYdS39aG+ffSfS5+dAAaA5Piose0z9RoYEtXQa6Pn3DwAr61sNBpx6NAhHDt2DEqlEg899BDWr1+PvLy8sW0ee+wx/PrXv8aKFSvw5JNP4tVXX8UjjzwS0OC+crk9GLA50T/kQM+gHV0WGzotQ+i02tBlsY3dlFmllGFJdiJ2b0zC8rxkzvYjmkMkXzj5e2dhKgBgaMSJGx39aDEOoNU0iFbTIC7UdUO4+R4ACXEqGBLU0GmjoNWMnj/QalRI0KgQq1ZAHSWHSiELm5PEXgu/oqICRUVF0GpHb7y9bds2lJWV4Qc/+AEAoL29HSMjI1ixYgUA4Ctf+Qqee+65aRX+TFbOs4248M65VrjcgM3mgMPtgcvlhtMtwOHywOlyY3jEBdsE1wHHRCugT4jGoqwEpCSqkZ0Sh9SkaEiDMJKf7N9VLpNCHeX/haRms99olRxu1+TvDVTmmezbW9aZ7nc6fN23r1lnsu/p8rbfmWT1dd+zIZdJJ/wuTadLYtVKLM9LxvK85LHnHC4PjFYbuvuGYekbQXffCCx9I2jrtuFaS+/YL4MvkkklUCnlUKtkUMplUMilkMskkMmlUMikkMukUMgkn2WTQCIBoqMUcDrd2Lg0ZUYr6s50tVGvhW8ymaDTfT6DVK/X49KlS5O+rtPpYDQapxUiISFmWtsDQBKAb6Rrp/0+sSUlTX51T0ZqYCZvzc8I3N2HwnHf4Zg5kPsOx8yTmer75atUw9xdyM3rkNbj8Yz7c0UQhHGPvb1OREShwWvhp6SkwGz+fLac2WyGXq+f9PXu7u5xrxMRUWjwWvgbNmxAZWUlrFYrhoeHUV5ejuLi4rHX09PToVKpcO7cOQDA8ePHx71OREShQSIIwkTnIcYpLS3Fv/zLv8DpdOLBBx/Evn37sG/fPhw4cADLli3D1atX8dRTT2FwcBBLlizBb37zGyiVvMqFiCiU+FT4REQU/jijiIgoQrDwiYgiBAufiChCsPCJiCLEnCj8qqoqfOUrX0FJSQn279+Pvr4+sSNN6ty5c3jwwQexe/duPProo2hvbxc7kle/+93v8Pzzz4sdY0KlpaXYsWMHtm7diiNHjogdx6vBwUHs2rULbW1tYkeZ0gsvvICdO3di586d+Lu/+zux40zpn/7pn7Bjxw7s3LkTL7/8sthxfPLMM8/giSeeCP4HC3PAli1bhLq6OkEQBOHv//7vhWeffVbkRJPbvHmzUFtbKwiCILz22mvC/v37RU40uf7+fuEnP/mJUFhYKDz33HNix7lNV1eXsHnzZqGnp0cYGhoSSkpKxn4OQtGFCxeEXbt2CUuWLBFaW1vFjjOpkydPCn/9138t2O12weFwCHv37hXKy8vFjjWh06dPCw899JDgdDqF4eFhYfPmzUJDQ4PYsaZUUVEhrF+/Xvjxj38c9M+eEyP8EydOIC8vD06nE0ajEXFxobkWhsPhwA9/+EMsXLgQAFBQUIDOzk6RU03uvffeQ3Z2Nr7+9a+LHWVCX1zYT61Wjy3sF6peffVV/PznPw/5meg6nQ5PPPEElEolFAoFcnNz0dHRIXasCa1btw5//OMfIZfLYbFY4Ha7oVarxY41qd7eXhw6dAj79+8X5fPnROErFApcu3YNmzZtwunTp7Fz506xI01IqVRi9+7dAEbXIHrhhRewZcsWkVNNbs+ePfj2t78NmSw01wSfaGG/6S7cF0xPP/001qxZI3YMr/Lz88dWv21qasJbb72FTZs2iZxqcgqFAs899xx27tyJO+64AwaDQexIk/rZz36GgwcPijYoDavCf+utt1BcXDzun6997WsARkfLFRUV+N73voeDBw+KGxRTZ3U4HPjRj34El8uF73znO+IGxdRZQxkX7gusuro6fOMb38Djjz+O7OxsseNM6cCBA6isrERnZydeffVVseNM6LXXXkNqairuuOMO0TKEx22pPrN9+3Zs37593HN2ux3vvvvu2Ej5vvvuwzPPPCNGvHEmygoAQ0ND+O53vwutVosXX3wRCkVg1gufjsmyhrqUlBRUVVWNPb51YT+auXPnzuHAgQN48sknQ/YvZgBoaGiAw+HAokWLEB0dja1bt+LatWtix5rQiRMnYDabsXv3bvT19cFms+Fv//Zv8eSTTwYtQ1iN8Ccil8vxy1/+EpcvXwYwOlpdtWqVyKkm99hjjyErKwu/+93vuN7QLHlb2I9mprOzE9///vfxD//wDyFd9gDQ1taGp556Cg6HAw6HA++99x5Wr14tdqwJvfzyy3jzzTdx/PhxHDhwAHfffXdQyx4IsxH+RGQyGQ4dOoSf/exncLvdMBgMePrpp8WONaGamhq89957yMvLw/333w9g9Ljz4cOHRU4WngwGAw4ePIi9e/eOLexXWFgodqyw9/vf/x52ux2//e1vx5576KGH8PDDD4uYamKbNm3CpUuXsGfPHshkMmzdujXkf0mJiYunERFFiLA/pENERL5h4RMRRQgWPhFRhGDhExFFCBY+EVGEYOETEUUIFj4RUYRg4RMRRYj/D5oNuH+7g/RAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Histograms\n",
    "\n",
    "Histograms are likely familiar, and a `hist()` function already exists in matplotlib. A histogram represents the distribution of data by forming bins along the range of the data and then drawing bars to show the number of observations that fall in each bin.\n",
    "\n",
    "To illustrate this, let's remove the density curve and add a rug plot, which draws a small vertical tick at each observation. You can make the rug plot itself with the `rugplot()` function, but it is also available in `distplot()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25b82b00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, kde=False, rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When drawing histograms, the main choice you have is the number of bins to use and where to place them. `distplot()` uses a simple rule to make a good guess for what the right number is by default, but trying more or fewer bins might reveal other features in the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25c7db70>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEBCAYAAACdctWRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAFb5JREFUeJzt3XFs1Hf9x/FX27tee787s1GvYKYZyTYcWTYSDWLVgCQLDlpSLCRSk02cZGOZMkgmAULWP7SOGU3Z5DejBkmc27RMcLgMZKG6yMrYIBmNA7XWFal0cLToer322rv7/v7Yr7U97tq77/d7d+XT5yNZ1vv23p/P+/O9u1e/HL0PJZZlWQIAGKm02A0AAPKHkAcAgxHyAGAwQh4ADEbIA4DBCHkAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwTzFmvjatUElk5M3wKyqCqivL1Kkjopvtq9f4hyw/tm9finzOSgtLdHNN/9PzuMVLeSTSeu6kB87PpvN9vVLnAPWP7vXL7l7Dni7BgAMRsgDgMEIeQAwGCEPAAYj5AHAYIQ8ABiMkAcAgxXt9+RhvnhSio3Gc6qx+qOKxuLyeT3ycAkCOEbII29io3G9ff5yTjXBQIUGIsNavHCuPD6enoBTXCsBgMEIeQAwGCEPAAYj5AHAYIQ8ABiMkAcAgxHyAGAwQh4ADJZVyEciEdXV1amnp2fS8V/+8pe6//7789IYAMC5aUP+7NmzamxsVHd396Tjf//73/XTn/40X30BAFwwbci3traqqalJ1dXV48dGRkb0xBNPaPPmzXltDgDgzLSbgzQ3N1937Ic//KHWrl2rj3/843lpCgDgjpx3gHrjjTfU29urHTt26NSpU7YnrqoKpD0eCgVtj2kCk9Zv9UcVDFTkXBcMVMjv9yk0x29r3oHoiIaGc9v9ckxlhUdBf7mtWreY9BywY7avX3L3HOQc8q+88oo6OztVX1+vaDSqq1evasuWLdqzZ09O4/T1RZRMWpOOhUJBhcMDubZkDNPWH43FNRAZzqlmbBfKaDSmcCJha97BWO67X45ZvHCuhgdjtmrdYNpzIFezff1S5nNQWlqS8eJ4KjmH/JNPPjn+9alTp7R3796cAx4AUBj8njwAGCzrK/m2trbrji1ZskRLlixxtSEAgHu4kgcAgxHyAGAwQh4ADEbIA4DBCHkAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADAYIQ8ABiPkAcBghDwAGIyQBwCDEfIAYDBCHgAMlnXIRyIR1dXVqaenR5L061//WnV1dVq9erV27NihkZGRvDUJALAnq5A/e/asGhsb1d3dLUl67733tG/fPv3qV7/S4cOHlUwm9cILL+SzTwCADVmFfGtrq5qamlRdXS1JKi8vV1NTkwKBgEpKSrRgwQJdunQpr40CAHLnyeZOzc3Nk27fcsstuuWWWyRJ/f39ev755/Xkk0+63x0AwJGsQj6Ty5cva+PGjVq7dq2WLFmSU21VVSDt8VAo6KSlG55J67f6owoGKnKuCwYq5Pf7FJrjL+i8khzN6xaTngN2zPb1S+6eA9sh39XVpY0bN+r+++/Xgw8+mHN9X19EyaQ16VgoFFQ4PGC3pRueaeuPxuIaiAznVBMMVGggMqxoNKZwIlGwecdrHczrBtOeA7ma7euXMp+D0tKSjBfHU7EV8pFIRN/4xje0ZcsWrVmzxs4QAIACsPV78i+99JKuXr2q/fv3q76+XvX19Xr66afd7g0A4FBOV/JtbW2SpA0bNmjDhg356AcA4CI+8QoABiPkAcBghDwAGIyQBwCDEfIAYDBCHgAMRsgDgMEIeQAwmKMNygBMFk9KsdG4rVqfl5cj3MezCnBRbDSut89ftlW7eOFcl7sBeLsGAIxGyAOAwQh5ADAYIQ8ABiPkAcBghDwAGIyQBwCDEfIAYDBCHgAMlnXIRyIR1dXVqaenR5LU3t6u1atXa8WKFWppaclbgwAA+7IK+bNnz6qxsVHd3d2SpOHhYe3cuVPPPvusXn31Vf35z3/W66+/ns8+AQA2ZBXyra2tampqUnV1tSSpo6NDt956qz7xiU/I4/Fo9erVOnr0aF4bBQDkLqsNypqbmyfdvnLlikKh0Pjt6upqXb6c26ZMVVWBtMdDoWBO45jGpPVb/VEFAxU51wUDFfL7fQrN8Rd0XkmO5nVjbsms54Ads339krvnwNYulMlkUiUlJeO3LcuadDsbfX0RJZPWpGOhUFDh8ICdloxg2vqjsbgGIsM51QQDFRqIDCsajSmcSBRs3vFaB/O6Mbfm+I16DuTKtNeAHZnOQWlpScaL46nY+u2aefPmKRwOj98Oh8Pjb+UAAGYOWyG/aNEivffee7pw4YISiYReeeUVLV261O3eAAAO2Xq7xufzaffu3frWt76lWCymZcuW6b777nO7NwCAQzmFfFtb2/jXNTU1Onz4sOsNAQDcwydeAcBghDwAGIyQBwCDEfIAYDBCHgAMRsgDgMEIeQAwGCEPAAaz9YlX3DjiSSk2Grdd7/N65OFSALhhEfKGi43G9fb53LaBnmjxwrny+HiaADcqrtEAwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADAYIQ8ABnMU8i+//LJqa2tVW1urp556yq2eAAAusR3yQ0NDam5u1nPPPaeXX35Zp0+fVnt7u5u9AQAcsh3yiURCyWRSQ0NDisfjisfj8vl8bvYGAHDI9qYkgUBAjz32mFauXKnKykotXrxYn/rUp9zsDQDgkO2Q/8tf/qLf/OY3+sMf/qBgMKjHH39c+/bt08aNG7Oqr6oKpD0eCgXttmQEt9dv9UcVDFTYrvf7fQrN8Rd07mCgoijzSs7W68bcEq+B2b5+yd1zYDvkT5w4oZqaGlVVVUmSGhoa9MILL2Qd8n19ESWT1qRjoVBQ4fCA3ZZuePlYfzQW10Bk2H59NKZwIlGwuYOBCg1Ehgs+73itg3ndmFtz/LwGZvH6pcznoLS0JOPF8VRsvyd/5513qr29XdFoVJZlqa2tTXfffbfd4QAAeWD7Sv4LX/iCzp07p4aGBnm9Xt1999166KGH3OwNAOCQo38N4qGHHiLYAWAG4xOvAGAwQh4ADEbIA4DBCHkAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMEefeEX24kkpNhqf8j5Wf1TR2PX38Xk98hTpx3FJaYkG0/SUjZT95wAUASFfILHRuN4+f3nK+4ztwJhq8cK58viK81DFRhM6+7ewrdpFC0IudwMgV7xdAwAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADCYo5Bva2tTQ0ODVq5cqe9+97tu9QQAcIntkL948aKampr07LPP6vDhwzp37pxef/11N3sDADhk+7Pyr732mlatWqV58+ZJklpaWuTz+VxrDADgnO2Qv3DhgrxerzZt2qTe3l598Ytf1JYtW7Kur6oKpD0eCgXttpR3A9ERDQ3b26yrzPvh3jTTSXcfv9+n0By/rXmt/mhW82bi9Xps19utDQYqVO7zyiqz9wfNbM91Ok7OteTsfJf7vLrSH5XKynKurazwKOgvtzXvTDOTM6BQ3DwHtkM+kUjo9OnTeu655+T3+/XII4/o0KFDamhoyKq+ry+iZMo2haFQUOHwgN2W8m4wNv0mY5ksWhBKu/nYRJk2KItGYwonErbmjcbi0847ldFR+/V2asfOQSQac7Qxmt2enZxrydn5jkRj+selAVv1ixfO1fBgzNa8M8lMz4BCyHQOSktLMl4cT8X2e/If/ehHVVNTozlz5qiiokL33nuvOjo67A4HAMgD2yG/fPlynThxQh988IESiYT+9Kc/6a677nKzNwCAQ7bfrlm0aJE2btyor371qxodHdXnP/95rV271s3eAAAOOfqXKNatW6d169a51QsAwGV84hUADEbIA4DBCHkAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADAYIQ8ABiPkAcBghDwAGIyQBwCDEfIAYDBCHgAMRsgDgMFcCfmnnnpK27dvd2MoAICLHIf8yZMndejQITd6AQC4zFHI//vf/1ZLS4s2bdrkVj8AABc5CvknnnhCW7du1Uc+8hG3+gEAuMhjt/DAgQP62Mc+ppqaGh08eDDn+qqqQNrjoVDQbkt5Z/VHFQxU2Kr1ej1Z1aa7j9/vU2iO39a8TnqWsu/bzdpgoKIo80pSuc8rq8z+tU+ZN/1jmA2v98OXo516J8+RmWYmZ0ChuHkObIf8q6++qnA4rPr6ev3nP/9RNBrV9773Pe3cuTOr+r6+iJJJa9KxUCiocHjAbkt5F43FNRAZtlU7Ojp9bTBQkfY+0WhM4UTC1rxOepay69vN2rFzUOh5x0SiMZ39W9hWrSQtWhBy1LckW/VOniMzyUzPgELIdA5KS0syXhxPxXbI79+/f/zrgwcP6q233so64AEAhcHvyQOAwWxfyU/U0NCghoYGN4YCALiIK3kAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADCYK594RX6VlJZoMBa3VZuyBxwM5eQ54vN65OFyz1iE/A0gNpqwvTPiogUhl7vBTOTkObJ44Vx5fESBqfj5DQAGI+QBwGCEPAAYjJAHAIMR8gBgMEIeAAxGyAOAwQh5ADCYo09A7N27V0eOHJEkLVu2TNu2bXOlKQCAO2xfybe3t+vEiRM6dOiQfvvb3+rdd9/Va6+95mZvAACHbF/Jh0Ihbd++XeXl5ZKk2267TZcuXXKtMQCAc7ZD/o477hj/uru7W0eOHNGLL77oSlMAAHc43pWos7NTDz/8sLZt26b58+dnXVdVFUh7PBQKTlk3EB3R0LC93fYkqbRUSibt1ZZ5pWCgwlat1+vJqjbdfbKtdTJvPurt1gYDFUVbc7HPl2TvOeZkXr/fp9Acv61ap1Jfz1f6o1JZWVa1lRUeBf3l+WqtqKbLwVw4CvkzZ85o8+bN2rlzp2pra3Oq7euLKJmyD24oFFQ4PDBl3WAsrrfPX8651zGLFoQc7eg4EBm2VTs6Gp+2NhioSHufbGqdzJuveju1Y+egWGsu9vmSZKveybzRaEzhRMJWrVOpr+dMr4F0Fi+cq+HBWL5aK5pMOVhaWpLx4ngqtkO+t7dXjz76qFpaWlRTU2N3GABAHtkO+X379ikWi2n37t3jx9avX6/GxkZXGgMAOGc75Hft2qVdu3a52QsAwGV84hUADEbIA4DBCHkAMBghDwAGI+QBwGCEPAAYjJAHAIMR8gBgMMcblAG4sZWUlmgwZn/TP5/XI08RLhed9O2k53hSio3eOOeLkAdmudhowvamfdKHG4V5fIWPEid9O+k5Nupsk8RCny/ergEAg91wIf/qyW5J0judVx2PlW6MbMZ9p/Oqjp76p97pvJrx/lONk1o38XZq3TudV/X7Ny9M20+mOX//5oW030+dM933sj020dFT/7xu7tTa1HnHao6e+qfeevd9SdL/vtSR8fFJ1/fE+/7+zQt66Y9dGc/J2LGxx/ClP3alXVs6U6033fGJ46b2lO6cjq0/3fwTx5yuz6l6n+p5myu3xsll3OnmzFdPbhnLsEK54UL+yJsfPtE7uvocj5VujGzG7ejq05VrQ+ro6st4/6nGSa2beDu1rqOrT8feujhtP5nmPPbWxbTfT50z3feyPTbRlWtD182dWps671jNlWtD438M/selDzI+Pun6nnjfY29dVPT//yGKqR7jsccwOhxPu7Z0plpvuuMTx03tKd05HVt/uvknjjldn1P1PtXzNldujZPLuNPNma+e3DKWYYVyw4U8ACB7hDwAGIyQBwCDEfIAYDBCHgAMRsgDgMEchfzvfvc7rVq1SitWrNDzzz/vVk8AAJfY/mzt5cuX1dLSooMHD6q8vFzr16/XkiVLdPvtt7vZHwDAAdsh397ers9+9rO66aabJElf+tKXdPToUX3zm9/Mqr60tCSn42Oqb66Uv8I7/v9cecpKx+vSjTHVuGO11TdXTjqe7v6p46TOO7Fu7Halz3NdXep905nqnEysn/j91OPp+sm05kzrSF136nlK7SN1zKl6yrSebNaW6TFO19/E9WbzuGZ6nFPnSD2Wbv2estJpH8t0ax2rne71kK6niT3bUX1zpTxlpdO+bjNJnbvS51EiPvXre7o1Z5MNbvacq+qbK6edO9337fZbYlmWZafwJz/5iaLRqLZu3SpJOnDggDo6OvSd73zHViMAAPfZfk8+mUyqpOS/P1ksy5p0GwBQfLZDft68eQqH/7vNZzgcVnV1tStNAQDcYTvkP/e5z+nkyZPq7+/X0NCQjh07pqVLl7rZGwDAIdt/8Tp37lxt3bpVDzzwgEZHR7Vu3Trdc889bvYGAHDI9l+8AgBmPj7xCgAGI+QBwGCEPAAYjJAHAIPNuJA/c+aM1q1bp/r6en3ta1/Tv/71r2K3VBR79uzRj370o2K3UTBsdidFIhHV1dWpp6en2K0Uxd69e1VbW6va2lp9//vfL3Y7Bff0009r1apVqq2t1f79+90b2Jphli9fbp0/f96yLMs6cOCAtWnTpiJ3VFgffPCBtWPHDuuee+6xnnnmmWK3UxDvv/++tXz5cuvatWvW4OCgtXr1aquzs7PYbRXUO++8Y9XV1Vl33XWXdfHixWK3U3BvvPGG9ZWvfMWKxWLWyMiI9cADD1jHjh0rdlsFc+rUKWv9+vXW6OioNTQ0ZC1fvtzq6upyZewZdSU/MjKixx57THfeeack6ZOf/KR6e3uL3FVhHT9+XPPnz9fXv/71YrdSMBM3u/P7/eOb3c0mra2tampqmrWfGg+FQtq+fbvKy8vl9Xp122236dKlS8Vuq2A+85nP6Be/+IU8Ho/6+vqUSCTk9/tdGdv2h6Hyoby8XPX19ZI+3Btn7969uvfee4vcVWGtWbNGkmbVWzVXrlxRKBQav11dXa2Ojo4idlR4zc3NxW6hqO64447xr7u7u3XkyBG9+OKLReyo8Lxer5555hn9/Oc/13333ae5c+e6Mm7RruSPHDmipUuXTvpvw4YNkj68on/88ccVj8f18MMPF6vFvJpq/bMNm91hTGdnpx588EFt27ZN8+fPL3Y7Bbd582adPHlSvb29am1tdWXMol3Jr1y5UitXrrzu+ODgoB555BHddNNN+vGPfyyv1/6+zTNZpvXPRvPmzdPp06fHb7PZ3ex05swZbd68WTt37lRtbW2x2ymorq4ujYyMaOHChaqsrNSKFSv017/+1ZWxZ9R78pL07W9/W7feeqv27Nmj8vLyYreDAmCzO/T29urRRx/VD37wg1kX8JLU09OjXbt2aWRkRCMjIzp+/Lg+/elPuzL2jHpP/ty5czp+/Lhuv/12ffnLX5b04fuzP/vZz4rcGfKJze6wb98+xWIx7d69e/zY+vXr1djYWMSuCmfZsmXq6OjQmjVrVFZWphUrVrj2w44NygDAYDPu7RoAgHsIeQAwGCEPAAYj5AHAYIQ8ABiMkAcAgxHyAGAwQh4ADPZ/tQuh18i5o2gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, bins=20, kde=False, rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Kernel density estimaton\n",
    "\n",
    "The kernel density estimate may be less familiar, but it can be a useful tool for plotting the shape of a distribution. Like the histogram, the KDE plots encodes the density of observations on one axis with height along the other axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25d7c470>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, hist=False, rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that if we use the `kdeplot()` function in seaborn, we get the same curve. This function is used by `distplot()`, but it provides a more direct interface with easier access to other options when you just want the density estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25b362e8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x, shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The bandwidth parameter `bw` of `kdeplot()` controls how tightly the estimation is fit to the data, much like the bin size in a histogram. It corresponds to the width of the kernels we plotted above. The default behavior tries to guess a good value using a common reference rule, but it may be helpful to try larger or smaller values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a25f12ba8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x)\n",
    "sns.kdeplot(x, bw=.2, label=\"bw: 0.2\")\n",
    "sns.kdeplot(x, bw=2, label=\"bw: 2\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see above, the nature of the Gaussian KDE process means that estimation extends past the largest and smallest values in the dataset. It's possible to control how far past the extreme values the curve is drawn with the ``cut`` parameter; however, this only influences how the curve is drawn and not how it is fit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a25e71ef0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x, shade=True, cut=0)\n",
    "sns.rugplot(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Fitting parametric distributions\n",
    "\n",
    "You can also use `distplot()` to fit a parametric distribution to a dataset and visually evaluate how closely it corresponds to the observed data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7.6033878 ,  7.55088281,  5.47982722, 13.32978446,  9.65640097])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.random.gamma(6, size=200)\n",
    "x[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a260b7278>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, kde=False, fit=stats.gamma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting bivariate distributions\n",
    "\n",
    "It can also be useful to visualize a bivariate distribution of two variables. The easiest way to do this in seaborn is to just the `jointplot()` function, which creates a multi-panel figure that shows both the bivariate (or joint) relationship between two variables along with the univariate (or marginal) distribution of each on separate axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n",
    "data = np.random.multivariate_normal(mean, cov, 200)\n",
    "df = pd.DataFrame(data, columns=[\"x\", \"y\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.190873</td>\n",
       "      <td>2.902961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.387901</td>\n",
       "      <td>3.441322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.304909</td>\n",
       "      <td>0.586173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.016867</td>\n",
       "      <td>0.907323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.284953</td>\n",
       "      <td>1.189304</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  2.190873  2.902961\n",
       "1  0.387901  3.441322\n",
       "2 -1.304909  0.586173\n",
       "3 -0.016867  0.907323\n",
       "4  0.284953  1.189304"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Scatterplots\n",
    "\n",
    "The most familiar way to visualize a bivariate distribution is a scatterplot, where each observation is shown with point at the *x* and *y* values. This is analgous to a rug plot on two dimensions. You can draw a scatterplot with the matplotlib ``plt.scatter`` function, and it is also the default kind of plot shown by the `jointplot()` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a261d1668>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jns6zaM092ZljMpov8oPW+yIiMrU+E5vFV1mBO3oCHwnlcjlZu3at1NXViYjIvHnz5PDhw0E3I5H07trLnU8u1xDYMilerDGmRyt1WK6OO+OU6Z6lFL246w7ywc4krGbg5/cK/gg8CM2fP3/s/x86dEi2b98uW7ZsCboZiRO2XLnfqajqzr0cYL3s9KN41x331QxYgTt6lBUmvPPOO3LdddfJrbfeKnPmzLH8d42NU/1rlEW5XIPqJti2dWeH5l371p0HZfmSEzcGQV3b8iUNMq1hkjy+fb/87ciAnDSjXq5ua5Yl557q2zm9vrbcjHrpPjKg+XrQ35EofietsHtdKr5XXpg6JSvpTDrQc06enJXczMmBnlNLqlQq6dQM+ee1116Tm2++WdatWyfLli2z9bc9PX1S1CtzCkCQKSsvXbv+Jd3/9ujaL4hIdK/NCj+uTethU693V7VS+BDXzy3K12U3eP75vSNSGNEvn/dSpqZGalIi2dqMaEwRuuLkZijwkdD7778vN954o2zYsEEWLVoU9OkTi1y59/yeYwlbCjVJgn7WaP/BXukfHPbt+JUWNs+WKdnwPJ0TeEseeeQRyefzsn79+rHXVq1aJVdddVXQTUmUuOfKVT2g6OccC+XGahD8gxV4ELrtttvktttuC/q0iRfHyqjKwFMpLp1GFAsf4oDgH6zwjMngu6hVRhmNbsy2lohDp0EKVQ2Cf7AIQggls5SI2Tpo5b9Z89Au6Tmal9yMellxwVxXywwFPYqMewo1rAj+wWIVbYSSUUpExPpdafn3uo8MOF4x2+3KCE4FvaICRmmtLEHw9w8jIYSSWUrE6m6klZym6FTOEUQthRoHcZw/DTOCEELJLCWilaoy+1uR8cHNaoqNOYLkIfgHhyCEUDKbDzG7Wy3PBVWr3FbbahkucwSAfwhCCI3qkcnis5pk74Ee3ZGK0d2qWRCzk2KjQADwD0EIoaA1Mnn59dHV1Z3k5KtHStXVcXZSbMwRAP4hCCEUjEqunT58arRNhd0UG3MEgD8IQggFs0l+r6vR/EyxqVpCCIgighBCwUrJtZfVaH6l2Fh3DLCHIIRQMCq5LvO6Gs2PFBvrjgH2EITgK6upqeqRSbWoVKMZFTyUy8bDnqIjnYggEYTgG7upqcqRSVQ7QisPyoY5RUc6EUEjCMVEGDttN6mpqFajWUkrioQ3RRdUOjGM31eoQRCKgbDevYZxuRuzzs9t56hV8GD3fVDZQQfxmYX1+wo1CEIxENbJcNXL3VR25rkZ9fKPc2bIrje6dDs/rzrH6lGc2RJC1W1W2UEH8ZmF9fsKNdjKIQbCOOIQUbskfvX2C91HBuTl1w8bbg9htn2EU3beB7/aYFUQn1lYv69Qg5FQDKgecehRudyNlU3vyioLBoz+u1N23gfVHXQQn1lYv69QgyAUA2FeYLOcmiqnxjZt2yftOw74HozsdNqVm8Y56RytzOFYLbQIQwftd1FImL+vCB7puBgI+w6cKnYmtdppV3Z+TlJRXl9bEnb1DPv3FcFKlUqlkupG2NHT0yfForomVy+EGSd+XZvRxPy9NywWkfGjiSmT0pJKpaRvoOA4HVQ9wS8y2pmbbQ9htzJN79rK1+fk+HbbENfvZJSvK5drsPX7f37viBRGrKWP3crWpqVkow/N1mYkY3G4Yve6RUjHIQBm8xzVAeP44Mi433FaoSaiv5WD0d/ZOY9R2s9p9V1Un5GCc/sP9kr/4LDqZmha2DxbMln/QgVBCL4zm+cwKyJwWr5rtJWDV8wWXq1sO6XJwETMCcF3ZvMcVooIwlq+q3Vt1fyuvgOijJEQfGdW9mtlGwe/q8OcrlJgtvCqiPvqOyDOCEIIhNE8h9l6a35Xh2nN1Wz+3X558oW35PjgyFhQEtEOpJVl6Ealx5QmAxMRhOAbp9s4eFEdZ4fWXE1hpCSFkdECiXJQKhVLMvJxUZFWUYHZiE/rv589r3Hs+SkW8kQSEYTgCzfbOATNypxMYWRiSatWUYHZdVRvV8FCnkg6ghB8obISrKOzS7b8/m3pGyiIiMiUSWm5fuVnpOW06Zq/b2VOSo+bogKq5QCCEHyiqhKso7NLNv9u/7iRy/HBEfnJk/8pItoPkK5snSeP/nafaAx2TLkpKqBaDiAIwSduKsHc7KfTvuOAZuqsTC/llapJiVEUyqRT4+aERNwXFQRZLccmcggr0+eEbrrpJtm9e3cQbUGMOF0Dze1abFZGEdVbI+gFrprU6P82TsvKNUub5dpLP+3pemderBPX0dkl1971vFy7/iVZ89AuzfdJxdp9gFWmI6EvfvGL8tBDD8kPfvAD+drXviZf+cpXZPp07dw6UOZ0SwC38yRW53cqf0fv94slkUfXfmHca1ba4LQq0O4IxWphA3NPCDPTILR8+XJZvny5HDhwQH71q1/JFVdcIeecc45885vflLPPPjuINiKinFS8Gc2TWOncV7bOmzAnpKUy5aUXuKbWZ8YWKLUaIPyoCtS7bqvBhbknhJmlZXuKxaL85S9/kUOHDsnIyIg0NjbKHXfcIQ888IDf7UPC6M2HTJmUtpRSWtTSJNcsbZap9fr3V9UpL620WCadkoHBgu0Ultc7o2ql0jZt2ydPPPem5eCi956yUgPCwHQktGHDBmlvb5dTTz1Vvv71r8v9998vtbW10t/fLxdeeKHcfPPNQbQTCaG3qkAqlZKhwsi439VLKVWPLjo6u2TrzoPSfWRAc0SjlRYbHCqMW83b6HyVvB516C3u+vLrh2XKpPSENopMDC6s1IAwMw1Cvb29smnTJlmwYMG41ydPniw/+clPfGsYkklvnmTTtn2av2+lc1/U0iTLl8w3XEW7OnBdu/4lR+fzuuLN6HypVErqMjWmwUXlNuuAGdMgdOedd+r+twsuuMDTxgAi2vMkeguE+pVSchpMvBx1mKX++gYK8r8v+7ThKK+MPYoQVjwnhEhw07mPpuM6TDtqL87n5ajDbB6pcVrW0igPCDOCECLBaefudH02N8HEq1GHUSqOOR3EBUEogaL69LyTzt3NMzJ+p7DMPge9lGBNSiw/KBvVzxrJQRBKGKORwfIlDZ4cP0ydnptqNT+vxcoITS8laCcAsUo3wo7tvRPG6+dYKoVxeRinz8j4fS1WPodFLU2yum2B46WC/PysAa8oGwn19fXJqlWr5Gc/+5mccsopqpqROEYjg+Xf+7XMdDmRHrblYZwWGPh9LVZHaG5SgqyUgChQEoT27Nkjt912mxw6dEjF6SPDj3SQ0dpqJXGXsrHT6T3x3Juy44+HpVganeNo/ezJ8s1LFmj8tTvla7BSxmzWZqPX7QpiBe0gV+kGnFIShJ566im5/fbb5dZbb1Vx+kjwK5+vNTKo5vSO32qn98Rzb8rLrx8e+7lYkrGf/QpEdsuY/e7Ag1jFgJUSoqN57kwpjOj/m1QpVZOS4/nCuNeytRnJeDSZoyQI3X333Y7/trFxqoctcSaXcz+Bb2brzg7NdNDWnQdl+ZL5jo+7fEmDTGuYJI9v3y9/OzIgest89h7N277Ob13aIhuf3iP54RNLyWRr0/KtS1vGHWvHnvc1/37Hnvfl//yvhbbOaYed67F6LU5Vfw4nzaiXq9uaZcm5pzo6nlabvD6HCkH8WwuD//7wuAxUdfRh9k9nzpLczMmeHCty1XE9PX1SLDrYAtMjuVxDIA8Gdh8Z0H3d7flbTpsuP7xukYjI2CrR1WZOy1o6T3XK8Px/nC17D/SMSyG2nDZ93LH0Pr9iseTbe1v9uZmlOltOmy5Xf+nMCb9TfS12aJ2z/DmUOTm20Xey8rN2cw4Vgvq35ge7wbPveF76B4d9ao33+vvz0j0ycd1CJzcNkQtCSRFUPt/tSgTVKcNdb3SZVnDVpEZTcFqve6my08/NqJcVF8yVRS1NllOdXj4nRLk0oI0S7ZCysutmR2eXrHlol+GummYqy4BTYq8M2GkJcOtnT7b1uhPVJdbdRwbGSqxVlC5TLg1oYyQUUmbLxnh5Z12+47eb/nBaQXbGKdPl318/PG4+KvXx63YYpdSMOn0VpcuUSwPalAahl17SXi4fo4zSQWF4JmdqfUb6BiZOphptKCcy2vbqbFzp49e92traqNMPunTZaIRaec6wrTYBBIF0XESF4c66VNIuMNB7vcyLtpult4xWSrCS6vSSUcqtfM4wrjYBBIF0nE3//tp/y2O/7VR+txqGBxG1dvU0er3Mi7abBTKjgougN3kzCq5W0oeMhhBnBCEbOjq75PFn3xp7dkRlhVMYHkRUufGb2bmrA01ldVz5vwf1mVl5n8IwsgVUIAjZ0L7jwLiHF0XU3a2GYctmlRu/WTl3ZaDx45kTq3M4Vtrq1ciWeSVEDUHIhrDdrareslnlxm9+BGE7Hbid6kQrbfVidMizSIgigpANYZiHCRuVgVDlw6R253DM2upFUGVeCVFEELJhZeu8cXNCIiwIGRd2O3A/RsVug2rYRuqAFQQhGxa1NMm0hkmhqI5zg3mDiYw6cK33y82o2K/3Pwkjdb678UMQsmnJuadKy2n2nuwPE7+3944qvQ58yqS05vu1+Kwm2fVGl+05HD/nbcJQMekn5rziiSCUMHppp0d+u0/+77Z9lnZWdXM36uWdrN6xql8/e16j/OnQEcNN7fQ68FQqJUOFiRWRew/0yOq2Bbavxc95mzBUTPqJOa94IggljF7aqbyqtdndpZu7US/vZPWO9e57H40bofQczY/bQM9oxWyRiR34pm37NM/fczTvaA7H73kb1RWTfmLOK54IQgljtL13mdHdpdFIatO2fYZ3317eyeodq7xluBG9c2p14HoLnjqdZ0nCvI1feO/iibXjEkZr3TQtdu86q0dSWmue2Tmm2TYVZu0wY/Xu2et15oJety5OeO/iiZFQxNmdY6lOO+ltMGe0AKjTkZTVO1kraTu9Y+ldj9k59Xg9zxL3eRs/8d7FE0EowpzOsVSmnZ547s1xcyYixneXWhP4WrQChNXqLStpO71jaVWtVbN79+z1PEuc5238xnsXP6TjIsztbp0dnV2y642JabPFZ+n/Q1/U0iSLzzLvBLRGGpW7uJZ/R2sXV6O0XTk1p3esb16yYMLrF55zsuRm1BueE4AasR4J+VEO3Hs0b6mMOQhuq4W0gpiIyN4DPYZ/Z/bfjUYaVu5kjVJ+1aM9q0vk+LGAqRU8XAkYi+1IyMtNwiqPVXJ5LK90dHZJTUr7v1md73AaxIz+uxcjDbPiCTujPZXYqA4wF9uRUBDlwKoekit3bloT8HbmO6ZMSmtuQGcWxIwKDO69YbGlcxupnoDWEoVnQ8L2vUF4Nc+dKYUR43nWMEnVpOR4vjD2c7Y2IxaKbjXFNgh52XmFrSPUS6PVpMTyKKSjs0vywxOPkU6JaRALYnmYckptzUO7IvtsiN2SdNJ2ybX/YK/0Dw6rboZjC5tnSybrLJzENgh5+WBb2B6SM3pGxmrH1b7jgBRGJg6l6idlJhxDq4O0u2SN0042iICnekFR1kRDksV2TsjLB9vC9pCc0TM8VukFsr6Bwrif9eY1RETuvWGxPLr2C3LvDYtNA1D1MTZt2ydPPPemaTutVtQ55ee8jdXvjdsqRyDKYjsScvNgm9Gdfxiq47wYHVi9S/diXkMvffjy64fljFOmmx7Hz2dDvJy3cTpidJLurTxXbka9rLhgLqMmRFJsg5CIs85LLzWyum2B3HvDYmWlvpW8eHJcK5Bla9MTApkX82FGv6t6kt6r+T6z740Ru+ne6nN1HxkgfYfIinUQciIqFU1uRwdagexbl7ZM2CvJaJ+dctGAWRA0e+5HJa/m+9x8b+yObKPyHQWsIAhVCWtn6YfqQKY1ytPqINMpkfxwUY4PTpwnEpk4QjPaEkF1lZtXhQ9uvjdWRraV6Te7bQDCjCBUJWyVcKppdZD54ZEJBQxDhaJs+f3bMjRc1ExJXXjOybbWqDPjVUWbV4tiuv3eGI1sq9NvRm0AooYgVCXuWyQ7Ud1BXrv+Jc3fqw5MIifSRPfesFjOOGW6J4HD65JmLwof/Pze6BV2VEr6dxTRRRCqwnLx5qxs51Cp/LteVbmFcU7Ez++N2XtNdRyijCDftqVgAAARGklEQVSkgeXijend9ddmUo6WAbIrrPN2dr43dtKJZsskhaFiE3CKIARHajMpGarIvtXV1sjCBbMm7OXjR5oo6vN2eunEd9/7SPYe6JkQmEgRI85iu2IC/FHuQKtHPH0DBdn1RpcsPqvJt9UNysK2goVdeunEl18/rLlyg9+rRgAqMRKCrb2SjCbJhwpF2XugZ8LDmV6vzRb1eTuracPKeS5SxIgrglCCdXR2yZbfvz2uqs2s0szuXkN+Lc4Z5U7ZTmGH6nkuwG8EoYQyevak8g68chSjt4leJatrz235/duRHcm4pTXHoycq81yAUwShhDJ79qTnaH5CoNLaRK+S1ryM0Wrd5RFY0rYusLJpn0i05rkApwhCCWWW5mmclrX0kGRNajQ46Y1mrKaevHrOR9XmcHbPa7Zpn50NCoEoIwhZZGfyPgqMgkP5DlxvvbdK/3rppw3fBzupp56jeVnz0C5fVlJYvqTB9vHcnlev5LqSFxsUAlFGELLAz50vVd256wWHKZPS8vUvnimLWppM00UiYvo+aFWyDQ4VNB9qFXH33hqtpLB8yXxLx3DyeRiVXJfpXVfUn3kC3EpcEPKyk3GbPlK5rbOVrRysjGKsvA/VlWxmC3I6fW/drqTg9PNwUnJdxoOoSLpEBSGvOxm35bOq10Az28rB6gS63ffBynGdvLduRxVOPw83JddRf+YJcCtRQcjrTsZtyiSsa6BVqgxUepPoTt4Hs4l5J8d0O6pw+nm4LbmO8jNPgFuJCkJedjJepEzCPh9Qnbo8e16jZ2vDGW3S5vSYbkcVTj8PrfN6+V4BcaYkCG3btk0efvhhKRQKsnr1avnGN74RyHm96GR6j+ZlSn1GSqWSbNq2T9p3HHCcPgnzfIBW6rK8NpxZxZfdY1dym45yM6pw83londer/ZMQf81zZ0phxHwk7aVMTY2lB9CtyNY6DyWBB6EPPvhANmzYIO3t7VJXVyerVq2Sz3/+83LGGWf4fm4vOpnO//pIHnzqj54UE/gxH+BVtZ1e6lJrbTgvji1yYmsCVbz+PEizwar9B3ulf3A40HMubJ4tU7Lqk2GBt2D37t1y3nnnyfTpo1VYl1xyiTz77LPyne98x/dze9HJPL59v6fFBF52VF5W2xmlLt0GujDPhRE4gGAFHoQ+/PBDyeVyYz/PmjVL9u7dG9j53XYyfzsyoPl6GDpQL6vt9FKXU+szrgNd2OfCAAQn8CBULBYllTqRiCyVSuN+NtPYONWPZll20ox66dYIRLkZ9ZLL+fdUvhW9OoGw92jectvKv/etS1tk49N7JD984qHSbG1aUqmUZqDbuvOg5QdCtY6dSY8e91/XvyQnzaiXq9uaZcm5p1o6nlWqPx8/xfXa4npd1aZOyUo6kw70nJMnZyU3c3Kg59QSeBBqamqSV199dezn7u5umTVrluW/7+npk6LZSpo+urqtedyckMjovNKKC+Yq32J5ps4IY+a0rKW2VT4n1HLadLn6S2dOSLvpLeXTfWRg7G/N0nXVx55an5GBwYIc6x8eO9b9v3xdfta+R44PjngyVxa3LbAr3+PcjHpZccHcwNOIfq/2EeXPzG7w7DueD3xOqL8/L90j2iuXOOXkpiHwIHT++efLgw8+KL29vVJfXy/PP/+83HnnnUE3w7El554qR48NTvjHJ3LiORpVlVBeV9tppS71yqrLqTSr81LVzx9V7mkkIlIYKUnh438gYV9lO+ill6rf4+4jA4G/PypX+0C8BB6EZs+eLbfccotcffXVMjw8LFdccYWcffbZQTfDFbNlaFT9gwzi6XuzQOdkXirIVba9puKzV73SRljagHhQUp932WWXyWWXXabi1L4I0z9Iv6u7zAKdk8o3q8vehKH4o5qKzz4M1YVhaAPiQX2ReAwk7R+kUaBzUvlmddmbMFbPqfjsw1BdGIY2IB4IQh7Q+wc5ZVLa93kiVVtB6HEyL1U9uioXKoxU1J+EZSWJaio64zCstBGGNiAe0nfccccdqhthx8DAkJTUFcfJlClZ6e8fGvdaw+Q6+dOfe2SkomovnRIZKYkcHxydcB/Ij8if/twjjf8wSU6d5U2ZeXk+ojyp7/YcWtdm16mzpkrjP0ySv3QdlYH8aGXbVRd9yjQwnjprqly88DS5/IK50nbeJyU3o972MYx4cW1atD77ukyNXHXRpzz7nKtVv8e5GfWy6l/mB3rz4fRztsOvzywIU6bYuwl557+OyLCFBXC99D9yU6UuU+PpMe1et4hIqlRS2aXbp7pEW69stHJEUt7yWovVpWmsjHCMVqB2svxNWEtivRjt+XltqkejYf3c3IryddktVf63/zgQi2V7IlGiHVflTsdsbsPKXIHViqskzEWFpfLQCEv9AM55OxZLOL2FOStZmSswqriycqw4TQ5bfS8ARBNByENmIxCrE7dWRzgrW+dNyOnGZXK4o7NLN90oEq/RHpBkpOM8ZPS8i525AqsVV3HdGtpov6GyOI32gCQjCHlIr2x1ddsCW4HBTvlrVOcjjCbzzdKaURvtqS5cAMKMIOQhpyMTrU5qdduC0HZcbjtVs2IDs9UVwvRemIlCYQWgEkHIY3ZHJnqd1Oq2BUp3GdXjRadqttSNUToyjO+JEb1rfeS3+2TTtn2RC6qA1yhMUCxq1V9etNes2CBOBRd611p+jqwcxDs6uwJsFRAeBCHFolb95UV7zUrLF7U0yeq2BWM/N07L2p5XCwsrBRRhvukA/EY6zidW502ithCkF+21UngR1YKLalYXZw3rTQfgN0ZCPijPm5Q7FqOUS9RST160N04jHTPV11qjs5N9WG86AL8xEvKBnT1movasT7ldT77wlhwfHN35tK7W/r1MXEY6VlReq9YzUGG+6QD8RhDygd15kyh2yMOFEyu09g0UKDu2KGo3HQhG89yZUhhxvop2pqZGd5StJ1sbju4/HK2ImajN89gVpp1koyiKNx3w1/6Dva5W0fZjReygRLPVIRf3Db+iVtHX0dklW3d2SPeRgbGRhwijESAMCEI+iHvKJUojPa2Hazf/br+UiqWxnVtZxQBQhyDkkzinXKI00tNKHRZGJu44SDoRUIMgBNuiNNKzkyIMazoRiDOCEByJykjPaHsNrd8FECweVkWsaT1cm0mnJF1VzhrWdCIQd4yEEGvl0drWnQepjgNCiCCE2FvU0iTLl8yX7u5jE14HoBZBSIdfu2GyyyYAnEAQ0mC0cdvyJQ2+HJdABCCJCEIajJalWb5kvi/HJQiNVzlinDIpLalUSvoGCowegZghCGnwa1maqC13o0r1iLG8WrcIo0cgbghCGtwuS6M37xOl5W5U0hoxVmL0CMQHzwlpcLNxm9GGdlHbwE4VKyNDRo9APDAS0uBmWRqjeZ97b1js+LgqBV3RZ2WVA7ejR6oUgXAgCOlwuiyN2bxPVJa7KVNR0beydZ5s2rZP97+7HT1SpQiEB+k4j+ndoUd13sdoZOcXs0Cwum2Bq2Ch4poAaCMIeSxu8z6qKvqMgrnb0QpVikB4EIQ8tqilSVa3LRjrRBunZV3fuaukamTnZzCP22gViDLmhHwQtXkfI6o2sHNaHGKl4CBKm/IBcUcQgiGVG9jZDeZWl1uK0qZ8QNwRhGAqKiM7O8stReWagLhjTgixQcEBED2MhBAbLIuEqGqeO1MKI6Oj+ExNjdSkTP6gSrY2ul15dFsOVKHgAFG1/2Cv9A8Oi4jIwubZMiWbnK45OVeK2KPgAIgeZUHovvvuk3Q6LTfddJOqJiCGKDgAoiXwwoRjx47JunXrZPPmzUGfGgAQMoEHoRdffFHmzJkj11xzTdCnBgCETKpUKpVUnPjBBx8UESEdByDxdvznezKQL4iIyD+dOUtmzZysuEXB8W1OaPv27XLPPfeMe+3000+Xxx57zNVxe3r6pFhUEjdFRCSXa5Du7mPKzu8nri2a4nptUb6uXK7B/Jcq9B3Pj1XH9ffnpXtkxOQvwsnudYv4GITa2tqkra3Nr8MDAGKAFRMAAMoQhAAAyih7ToiCBAAAIyEAgDIs2xMDVjZyA4AwIghFnNFGbgQiAGFHOi7ijDZyA4CwYyT0saimtNjIDUCUMRKSEymtcsddTml1dHYpbpk5vQ3b2MgNQBQQhCTaKa2VrfOkLjP+Y2QjNwBRQTpOop3SYiM3AFFGEJLR1JVWwIlKSouN3ABEFek4IaUFAKoQhGR0JLH4rCapSY3+XJMSWXwWowsA8BtBSEar43a90SXlbYqKJZFdb3RFojoOAKKMICTRro4DgCijMEGiXR0HIPo+c8ZJUhgZvRHO1iarW07W1eqIenUcgGirr0tLsZjMxFQyr7oK1XEAoAYjIeGBTwBQhSD0MR74BIDgkY4DAChDEAIAKEMQAgAoQxACAChDEAIAKEMQAgAoQxACAChDEAIAKBO5h1Vrypv+JLwNfuHaoimu1xbX68IJqVKpVFLdCABAMpGOAwAoQxACAChDEAIAKEMQAgAoQxACAChDEAIAKEMQAgAoQxACAChDEAIAKEMQcuC1116TK664Qi6//HJZvXq1/PWvf1XdJE/dd9998uCDD6puhie2bdsmS5culYsvvlh+8YtfqG6O5/r6+uTSSy+V9957T3VTPLVx40ZZtmyZLFu2TH70ox+pbg58RBByYM2aNXLXXXfJr3/9a7nsssvkrrvuUt0kTxw7dkzWrVsnmzdvVt0UT3zwwQeyYcMGefLJJ2Xr1q3yy1/+Ut59913VzfLMnj175KqrrpJDhw6pboqndu/eLTt37pRnnnlGtm7dKp2dnfLCCy+obhZ8QhCyaWhoSL773e/KggULRETkzDPPlPfff19xq7zx4osvypw5c+Saa65R3RRP7N69W8477zyZPn26TJ48WS655BJ59tlnVTfLM0899ZTcfvvtMmvWLNVN8VQul5O1a9dKXV2d1NbWyrx58+Tw4cOqmwWfRG4VbdXq6urk8ssvFxGRYrEoGzdulIsuukhxq7yxYsUKEZHYpOI+/PBDyeVyYz/PmjVL9u7dq7BF3rr77rtVN8EX8+fPH/v/hw4dku3bt8uWLVsUtgh+IggZ2L59u9xzzz3jXjv99NPlsccek6GhIVm7dq0UCgW57rrrFLXQGaPripNisSip1ImtAEql0rifEW7vvPOOXHfddXLrrbfKnDlzVDcHPiEIGWhra5O2trYJrx8/fly+/e1vy/Tp0+Xhhx+W2tpaBa1zTu+64qapqUleffXVsZ+7u7tjl7qKq9dee01uvvlmWbdunSxbtkx1c+Aj5oQcWLNmjXzyk5+U++67T+rq6lQ3BzrOP/986ejokN7eXhkYGJDnn39e/vmf/1l1s2Di/ffflxtvvFF+/OMfE4ASgJGQTfv27ZMXX3xRzjjjDPnyl78sIqNzDZs2bVLcMlSbPXu23HLLLXL11VfL8PCwXHHFFXL22WerbhZMPPLII5LP52X9+vVjr61atUquuuoqha2CX9hZFQCgDOk4AIAyBCEAgDIEIQCAMgQhAIAyBCEAgDIEIQCAMgQhAIAyBCEk0jPPPCMXXXSRHD9+XPr7+6WtrU22bt2qullA4vCwKhLre9/7njQ0NMjQ0JCk02m58847VTcJSByCEBKrr69PLr/8cpk0aZK0t7dLNptV3SQgcUjHIbF6enokn8/L0aNH5cMPP1TdHCCRGAkhkYaHh2XVqlWyatUqKRaL8vTTT8uWLVsity0HEHWMhJBIP/3pT+Wkk06Sr371q3LllVfKjBkzZMOGDaqbBSQOIyEAgDKMhAAAyhCEAADKEIQAAMoQhAAAyhCEAADKEIQAAMoQhAAAyhCEAADK/H81+HtsTNJ37wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hexbin plots\n",
    "\n",
    "The bivariate analogue of a histogram is known as a \"hexbin\" plot, because it shows the counts of observations that fall within hexagonal bins. This plot works best with relatively large datasets. It's availible through the matplotlib ``plt.hexbin`` function and as a style in `jointplot()`. It looks best with a white background:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1.99235596, -0.61418642, -2.14398466,  0.48387848,  0.92942069]),\n",
       " array([2.57459216, 1.04544643, 1.23221587, 0.74845389, 1.56673578]))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n",
    "x[:5], y[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    sns.jointplot(x=x, y=y, kind=\"hex\", color=\"blue\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Kernel density estimation\n",
    "\n",
    "It is also posible to use the kernel density estimation procedure described above to visualize a bivariate distribution. In seaborn, this kind of plot is shown with a contour plot and is available as a style in `jointplot()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a2617ea20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0dvrQ2NqD2qZu1Dd3D/5FctjPL3tdNi8fYzLO/yU6fyxc9L9EsUaSJKS64pDqisOk/FQA52/GbmzvRUNLD7wtPfC29eDzQ+fQ4wsMvs8iSUhzxyEjOR4pSXFIctrhcjqQm+UCAkG4nQ4kJtgQZ7ci3mGFw27lDhAmY6oQsliUt+vbvqxBZV07ArIMfP3MnCDO3+wpy/LgE0SDOP+/vr4gfP5++PoCw4aG1WpBcqID43OTMX9yFpJdDiQ7HUhJitN9vza7zYI4h/HucGddysRqXXmeJOR5ki74igyfX0Zrlw+dvX3o6ulDR1cf2rr8aOk8P7zn6wsAB+uGPabVKiHOdj6QrBYJVqsEi0WCRZJgtVhgsUiwWgCrRTo/BCgBEiQMjAZKwODQoNUi4bo5YzEmIzHkzxTOdSqWSbLM38+JiEgM9q1ERCQMQ4iIiIRhCBERkTAMISIiEoYhREREwjCEiIhIGIYQEREJwxAiIiJhGEJERCQMQ4iIiIQx1d5xANDU1Cnk8QepqU60tHTrft7RsC5lWJcyrEuZgbo8Hpei94m6rqlN6ecG2AmFzGYz3uaSAOtSinUpw7qUMWpdRsYQIiIiYRhCREQkDEOIiIiEYQgREZEwDCEiIhKGIURERMIwhIiISBiGEBERCcMQIiIiYYRs2/P9738fzc3NsNnOn/7f//3fMWPGDBGlEBGRQLqHkCzLqKysxLZt2wZDiIiIYpPuKXDq1CkAwL333ovW1lbcdttt+N73vqfZ+RwJDlWO09bpU+1YamJdyrAuZVgX4O/x63KeWKV7CLW3t2PBggX4l3/5F/T19eGuu+7CuHHjcMUVV+hdChERCSbJsix0//CXX34ZtbW1WL9+vSbHb+v0aXJcIooNyUlxokuIarp3Qnv27EFfXx8WLFgA4PwckZK5IaXP3TDiUAIRmYfX2xHyaz0eF7zeDj5PSAHdl2h3dHTgySefhM/nQ2dnJ15//XUsXbpU7zKIiMgAdO+EFi9ejAMHDmDVqlUIBoO48847MWvWLL3LICIiAxA+J6QUh+OISE9KVsdxOM4Ew3FEREQDGEJERCQMQ4iIiIRhCBERkTAMISIiEoYhREREwjCEiIhIGIYQEREJwxAiIiJhGEJERCQMQ4iIiIRhCBERkTAMISIiEoYhREREwjCEiIhIGIYQEZFgwWBQdAnCMISIiATz+RlCREQkSJevX3QJwjCEiIgE6+rtE12CMAwhIiLBOrr8oksQhiFERCRYezc7ISIiEqSdnRAREYnS3s0QIiIiQRhCREQkTHsnQ4iIiARp6fBBlmXRZQjBECIiEszXF0BPjN6wyhAiIjIAb1uv6BKEEBpCTzzxBB566CGRJRARGUJjW4/oEoQQFkI7d+7E66+/Lur0RESG4m1hJ6Sb1tZWbNiwAWvXrhVxeiIiQ4mzW1Hf0i26DCFsIk7685//HOvWrUNdXZ3i96anJyl6fVunT/E5iIgGeDwuTV8PAKnueDS2+8J6r9npHkIbN25ETk4OFixYgE2bNil+f1NTJ4LB0JcyOhIcis9BRDTA6+0I+bUejwteb4fiMHEn2HHwdJOicxlROCGqewi988478Hq9WLlyJdra2tDd3Y3HHnsM69ev17sUIiJDSElyoK3Tjx5fPxLihAxQCaP7p33ppZcG//+mTZuwe/duBhARxbQUVxwAoKGlBwXZsTUkF1uRSxRlKuvaB/9/YY5bYCUUiZSk89MGdc1dDCE93Xrrrbj11ltFlkBkKheGzkjfYyCZi9sZB0kCahu7RJeiO+6YQGQSIwXQUK9V8noSy2qVkJIUh7qm2FumzRAiMoFwA4VhZB6prjicYwgRkdGoESIMIuPLcMfjXHM3AsGg6FJ0xRAiMjA1w4NBZGye1AQEgjLqW2JrDzmGEJFBaREaDCLjykxJAABU1Zv7hlWlGEJEBsSwiD1prjhYLBLONnSKLkVXDCGiGMOAMyar1YJ0dzyq6hlCRBTlGETG5EmJR7WXIUREAukVEAwi4/GkJKC104+u3j7RpeiGIUQUwxhExjKwOKHaGzs7JzCEiGIcg8g4PF+H0JlzsbNCjiFEZCCiAoFBZAxJCXYkJdhxqrZNdCm6YQgREQAGkVHkpDtxuo6dEBHFIAaReDnpTnhbe9DZExuLE/g8ISIFRrpIR8vjEyrr2qPms5hRTloiAOBMfQemFKYJrkZ7DCGiESh9fMKFzHwhZxCJk53uBABUVLcxhIhikVpDUgPHMevF3Oz1m1Wc3YqM5PiYWZzAOSGir2n17J1Qj2vU+Rij1hXNctKdOFnTjqAsiy5FcwwhimkDAaHHhdbMF3M+HE9f+ZkudPv6URMDW/gwhCgmibqomv1ibubazSQ/KwkAcORMi+BKtMcQopihZ9cTSi1mZZSfYTRzOR1IdcXhcGX0hxAXJlDUM+oF06h1hYor6LSVl5mEE1WtCAZlWCyS6HI0w06IohZ/Y9cef77ayc9MQo8/gLMN0b17Ajshiiq8KOqPS7m1kZ/lAnB+XqgwO3p/tuyEKCqw6xGPP391JSXY4UmJx4GKJtGlaIohRKbG8DEW/rtQ1/gxyaiobkV3FD/kjiFEpsTwoVgwfowbQRk4FMWr5ISE0DPPPIMVK1agrKwML730kogSyMQYPsbGfz/qyUlPREKcFfuOe0WXohndFybs3r0bn3/+Of72t7+hv78fK1aswKJFi1BUVKR3KWQyvLiZB5dvq8NikTB+TDLKKxrR1x+E3RZ9g1e6f6J58+bhlVdegc1mQ1NTEwKBAJxOp95lkMkwgChWTcxPQY8/gEOVzaJL0YSQWLXb7Xj22WdRVlaGBQsWICsrS0QZZAKc+zEv/ntTR0G2GwkOKz4/XC+6FE1Isixum9aenh6sXbsWK1aswO23367JOdo6fZocl7THi5j5RcOQXHJSnObnOFrZjL7+4LDff/3jCpSfaMSr/34D4h3RdXun7p/m5MmT8Pv9mDRpEhISErBs2TIcO3Ys5Pc3NXUiGAw9Nx0JjnDKJIEYPtEjGuaGvN7QdyzweFzwejvg8bgUnaO9vQc+f2DY7xdlu/DF4Xp8+Hkl5k8y7siR0s8NCBiOq66uxsMPPwy/3w+/348tW7Zgzpw5epdBBsUAIvq2/MwkpCQ5sG1fjehSVKd7J7Ro0SKUl5dj1apVsFqtWLZsGcrKyvQugwyIAUQ0NEmSMGN8Bj4+UIu6pi7kpCeKLkk1QueEwsHhuOjD8IluZh+O8/f4Q35tuMNxu8trRhyOA4Cu3j789o1DWDJnLNZcV6Lo+HoJZzguuma4yHREBNCpmtDOWZRr7ovnaEb6Oaj52aNhXsgIEuPtKBmbjM8O1uGWq4oQ57CKLkkVDCESQuvwCTVowj2GmQMqlJ/NqZp2U3/GaDV3ggfHzrbik/JaLJ2bJ7ocVTCESHdaBZAawRPOucx0sVbyM2IQGU+uJwn5mUnY/PkZXDMzNyp2UDD/JyDT0OLG01M17YN/RDFCDaEIpz6jf6ZYdPnkLLR2+rHz0DnRpaiCnRBpTovgMSqjdkhG/pmRMgXZLuSkO/HWjkpcMS0bVou5ewlzV0+Gp2YAmaHbuJBR6jVCDaQeSZKwYEo2Gtt68cn+OtHlRIydEGlC7fAxM5Hdkdl/djS08WPcyM9KwqZPT2Le5EwkxttFlxQ2dkKkOrUCyCidhJr0/EzR9rOjb0iShMWzctHd04+3dlSKLici7IRINWqGT7Qz6twRmUdWqhPTxqfjwz3VuGZmLrLSzPlIHHZCpAo1AigaO59QaPG5Y/HnGIuunJYDq0XCqx8ch8k2vxnETogiolb4aEnN+Skt7/xXozti+MSWpAQ7rp4xBh/urcb2g3W4avoY0SUpxhCisEV6cVf7gqnHFkBDnUOLYLr0ZxNKKDGAYtOskgwcr27F/245gSmFaUhzx4suSRGGEIXFKAFkhM1PL61Bj1DSC+erjE+SJFx/WT5e3nwUr7x3DD9ZPR2SJIkuK2QMIVIskgu/GhdTIwTPSAbq46adpJdUVxyunpGDLftqsOOrc7hiWo7okkLGECJFwg2ASMPH6MEzlAtrNmMgsQsyl9kTPDhW1Yr/+fAEJhemIdWl/WPJ1cDVcRQyEQGkxX5zIkTL5yDjkiQJN8zLh78/gD+8d8w0q+UYQhQSvQMoWi/aZvlM7ILMKc0dj6um52B/RSM+P1wvupyQcDiONBFJ+KhJ7eOpMaxm9DkjBpC5zZmQieNVbfjvD45jckEqkpOMPSzHEKJRKb2QhxNAaoSF2ZZoG/GJowwg87NYJNwwPx//9e5R/OH947jvlqmGXi3HEKIRGTmAjDK0FckCBKN0RQyf6JLujseV03Lw0f5afHG0AfMmZYkuaVicEyLVKA2gcOd9jDxfFMlnEoUBFJ3mlmZiTLoTf/zgODp7+kSXMyyGEA1LywtjtIXPpcKpVe/PVpTrZgBFMYtFwrLL8tHV04/Xtp4QXc6wGEKkCiVdUDgXZ7OEz6WMGEQMn9iRmZqAeZMysf3gORw50yy6nCFxToiGpORiqFUARXpBrqpriuj9F8rLSQ/7vUZagMDwiT0LpmTjWFUrXt58DI/8X/PgsFtFl3QRhhDpRusAUjN0Rju20lBSsgBBi9Bi+MQuu82CZZfl4U9bK/D2zjO45eoi0SVdhMNxFJFQuyCtAqiqrmnwj57CPW+on03NYTkGEBVkuTC5IBXv7jqL5vZe0eVchCFE3yJy/iXUc4sInuEYqRai4Vw1YwyCkPGXj0+JLuUiDCHSnNq//Rv1gh9qXXp2Q+yCaEByogNzJ3iw89A5VJ4zzkIfISH0/PPPo6ysDGVlZXjyySdFlEAqUPMZN6FccNXoOJobqof8oxa1gygaGGVRBgGXT86GM86GP22tMMwGp7ovTNixYwe2b9+O119/HZIk4e///u/xwQcfYOnSpXqXQjoI5WIbagApoTRYhnt9WuZYRccBvqk1khV1amAXRJeKc1ixYGo2tuytxonqVkzISxVdkv6dkMfjwUMPPQSHwwG73Y7x48ejtrZW7zLIRJQEkNqdTSQd02h1qxXQREpML0pHYrwNb+44I7oUAAJCqKSkBDNnzgQAVFZWYvPmzVi0aJHeZdAw9L7ojXa+UANI7fBR6zxqBFE42AXRcOw2C+aWZuLQ6WZDzA0Ju0/oxIkT+OEPf4gHH3wQhYWFIb8vPT1J0XnaOn0KKyMz0SN4RjpvOMN1sSQa5oM8HpemrwcAtzsBff1Bxe8L16K5edh1pB7vfVGNh++dr9t5hyIkhPbu3Yv7778f69evR1lZmaL3NjV1IhgMfULNkeBQWh4ZxGhdhKgAurSG0YKoqq4panZciEVeb0fIr/V4XPB6OxQHUXt7D3z+gNLSIjKrJAM7D53DV8frkZXqVOWY4QSw7sNxdXV1uO+++/DUU08pDiAyjlBWxo021DTS97UIoHZv5Yh/whVKLSN9HrWH5IwyFMfgNLaZxR5IEvDRl2Ln5HXvhF588UX4fD48/vjjg19bs2YN7rjjDr1LIZMKNYCUBsulr3d7CkN+L4fnLsYAMj6X046SsSn4tLwWt1w1TtiecrqH0MMPP4yHH35Y79OSiYzUNYQSQJF0NcMdJ9RAGml4bqRhuWgacouWzxELZhVn4HhVK7442oArpuUIqYE7JpAQ4QxBjRZAkQ6riTp2NGEAmUt+VhLS3HHYuk/c/CpDiAYZ4Z6UcHdE0CsgQgmjkcIy3M9nhH83IynMcTOATEiSJMwqzsDpug6cEbRcmyFEpjDShV1Eh6JFEBk9aIbD8DG3KePSYLdZsGVfjZDzM4TI8IwWQKGe2whLyLXE7ic6xDtsmFSQil2H69HV26f7+flQO9LdcL/xKx2qUhJASsMq1IUI7d7KEV873EKF4RYpmGGBgtHrI+VmlWSg/GQTPjt4Dssuy9P13OyESBNGGVoKd0GBkvfp1Y0Z4WfKAIpOWalO5GYkYuu+agR13l2bIUQAjHGBG8pwQ1qjXfjVWs0W6nFGes1wn8Goz0UaCofeot/M4gw0tPTg6JkWXc/LECJDUHJBDiWA1BZKGKl1XqP9QsDwiQ2l+SlwxtnwwR595zIZQqRYJA+zU3KBDXdrHi2FG0RmXKTA7icwXmIKAAAcjklEQVS22KwWzChOR3lFIxpaunU7L0OIVP/NW8vf5EcKAT3vFQrn+0MFkVGH5Bg+sen8fnISPtyr3y9NDCESbqgLsdE7B60Db7gg12OojgEUu1xOOybmp2B7eR16fP26nJMhFOOUXtT0GoobihG6oFDPadZuiAFEc0o96PUHsP1gnS7n431CpCqlQaPGBVj5btmnRvy+21Ok6NzD3Sc02j1EREaUk56I3IxEfLinCtfNHguLRdL0fOyEYphRu6ChugV1llufGjWAlLzum9dXRlDVeUOFsd6r5NgF0YA5pR54W3tx8JT2XTpDKEZpEUBG7oKUhEok7/n2MSq/9bVI57u0CCcGEF2oZGwKXE473tt9VvNzMYRIFSNdGLVelj2aSMIk1PfyMQ8UTawWCbNLPDh6thXVDZ2anoshFIP0HIYbjho3p4a2k4Ea3Uzkx7iUkRYosAuioUwfnw6b1YIP9lRpeh6GUIzRexhOdBekltDmkioVfT0URts9gWJHQpwNU8elYuehc2jv9mt2HoZQDDFKACm5L0h0F0QUy2ZP8KA/IOPTA7WanYMhFCO0+I1arQAajtHmWdQONSN0fhyKo5FkJCegINuFrftqEAgGNTnHqCH04x//GDt27NDk5KSPcAJotC5IzQBSejE2chekxZAckUizSzLQ0uHD/hPazFmOGkJLly7Fb37zG1x//fV48cUX0draqkkhpA2jBNBwwn1UQ7TSc3ECuyAKxfgxyUhOdOCDPdos1x41hG6++Wa8+uqr+M1vfoOmpiasXr0aDzzwAMrLyzUpiNSjdwCNRK2La6yGE5EoFouEmSUZOF7Vhmqv+su1Q5oTCgaDOHPmDCorKxEIBJCeno5//dd/xbPPPqt6QaQOLQJotPOpNQwXadDE8oKEolx2N6S+6UXaLdcede+4DRs2YNOmTcjLy8Odd96JZ555Bna7Hd3d3Vi8eDHuv/9+1YuiyGgVQOHs7KxmALELUg+H4kiJhDgbJhem4vND9bh9cTGc8XbVjj1qCDU3N+OFF17AxIkTL/q60+nEr3/9a9UKociFO1TGACKi0cwszkD5ySbsOlKPxbPGqnbcUYfjHnnkkW8F0IArr7xStUIoMtEcQEahZHdtomiTlZqAzNQEfLxf3XuGeJ+QyY00F6PW8ZV8HRj+ZtRwA8gMAUUU7SRJwrRxaThb34mqhg7VjisshDo7O3HjjTeiulr8DXtmFWn4hLsSbqQFCEqfkmqWAIqmLojzQRSuyYVpsFokfHJAvQfeCQmhAwcO4I477kBlZaWI05ueGt2P2kuxwxl+G20OyIwBxIfYUTRLiLNhfG4ydh+pV20HBSEh9Nprr+EXv/gFMjMzRZzetNQaelP7ZlS153+MFD7R1AERqWFifgo6uvtwvKpNleMJebz3o48+GvZ709OTFL2+rdMX9rmMQs05H7WfjmrEAHJ7iiK6V0iL4Am1Q8rLSQ/7HKHcI8ShOOU8HpemrwcAtzsBff3a7M2mttmJcXh391nsP9mEq+fmR3w8ISEUiaamTgSDcsivdyQ4NKxGe3oHUDgLES5lhCXYSoNIjeDhUFx08npDn4T3eFzwejsUB1F7ew98/oDS0oQpynFjR3ktbrumCFbLNwNq4QSw6UIoVqi94k2LAAp1EYKo4Tc9h9LCCaC0zPDutWA3Q6JNzE/F0bOtqKhuR2l+SkTH4hJtAzJSAA1HjQAy0uIDo2LgkBEVZLtgkSQcPNUY8bEYQgaixT0/kT6aO9R5oHACKFqM1gUZZZiOgUZqibNbMSbDiYOnmiM+ltDhuK1bt4o8vaFoccNpqAGkZBgu0gCKpvAB1A0YrRclEKlpXI4bn5bXoaPbD5cz/Ll3zgkZgMjuJ9JzaxVAoSwqELl8OtTwGe51nA8isyvMduHT8jocrmzG/MnZYR+Hw3GCGW34bYCS5dgXiiSA2r2nBv+EQtQjG4wyvEYkUlaqEzarhFO1kV1z2AkJJPr+Hy26oKGMvjou/DBp957SrSNSGj6RhpWaXQ87KFKbxSLBk5yAM/WRPeiOIRQF1A4gNbugkRcnGP/hc1p0PUMNxXE+iMwoMzUBx6tbIcsyJEkK6xgMIUH02H5HS5d2QdESQGqFDofsKBZkpjpx4GQTmtt7kZ6cENYxGEICaL35aCTnD7cLutTwc0PGCx+1A0OrAAp3SI1DcaSVjOR4AEB9Sw9DKFaI7H4GhNIFDcVoAaRFWIx2zFBXxTE4yAzczvOP+W5s6w37GAwhnWn5BNRIz69lF2SkANKqUwn3uJwPIrNKTDgfQq0RbBTNJdomoEcAhSrcLsgoRAZQuPcGERmVzWqBxSKhN4LNV9kJ6SicEDBSAIXCqF2QlgsF9FiEwOE5Miq71QJfH0MoKukZQFqFlNYBFMo9QiLmfi41XBc01FAc7w8iMwnKMqyW8JZnAwyhqBdJuIQzHxSOS7snNUODS66JtCPLMgKBIGzW8Gd2GEI6URoGanRBoZ4z1NeNNh8UzvzQcPcXibzoq31ureaCuCiBROv1BxCUwQ1Mo42eASTSaI96iDQMlLxfROiFOhTHITUyqs6ePgBAqoshRF8zQ/joIdJdrtXCFXEUzQbuDxqTkRj2MRhCBhNJFxROAJk5tCLZuFSPzmekAIrk3qBQsYMirTW09MBqkZCbkRT2MRhCUUCLIFFjUYJRH7UgOoCIokVVQwdyPUkRrY7jzaomZ+ROxoidipEDSMl8EBclkGg9vn7UNXdjalFaRMdhJ6QDrYIi0uOKDjC3pzDsHReGC7iRQsYo8z96DMURae1EdRtkGZhV4onoOAwhA9Fzc1LRATQSI9xcGopwOp7hAojzN2Q2X51ugiclAePHuCI6DkPIpIwYIuF0NuGEg9IuSK3dDYjoPG9rD6q9XVh11TgA4c8HAZwTMiWjDMOFcnHX69HbkUrLHDv4RytKh+E4H0RGtetIPRw2C66dE/nfF3ZCZCpqd0F6dT0jBZAWQ3Ec3iOtNLX34siZFlwzKxdJ8faIj8dOyGREdkGhXLCHuuiL6obMEEBEZvPx/lo4bBasvGKcKsdjCOnAKL+VajGPFPrOBJEHUTgr4oZjlAAa7r8No/w3Q3Sh03XtqKhpww3zC+BODH+rngsxhGKEngsZhh8ai+S+IfWG4fQIoLyc9LADaCScDyJR/H0BvPdFFTwp8ShbkK/acRlCpMhQF/Chh+C+/bXzX1cWRG5PURjvGfrcgPYBFEr4jIZdEBnRxwdq0d7lx71lk2GzWlU7rpCFCW+++SZ++9vfor+/H3fffTe++93viigjZoTTBeXlpGv2PKELQ2WkrX1GCx8jLL0ON3C07IIYYqS2E9Wt+PJEIxbPzkVpXoqqx9Y9hOrr67FhwwZs2rQJDocDa9aswfz581FcXKx3KTFBi2G4tMyx33q20FD3CIVy31C4Q3RKh+GUBpCWiwlGCgkGCBlNW5cfm3edRa4nEXdcV6L68XUfjtuxYwcuv/xypKSkwOl04vrrr8e7776rdxmkgeGG5dTerUCrABoYSmMAEZ3n6wtg08cnAQD33TItoieoDkf3EGpoaIDH881eQ5mZmaivr9e7jJgQaRc00sV4uAu7WrsWDEeL7Xe0Dp4BkYQMFySQ3oJBGW/tqERjey/WrpqC7DSnJufRfTguGAxCkr7Z5kGW5Yv+eTTp6cqeW9HW6VP0eq0U5rhHDYWiXLeu+8eFYqS5oaGG5YDhh+EGAiScTUvDfTzDaF2QUcJHrS6I3ZT6PB5le6MpfT0AuN0J6OsPKn6fljbvrMTJ2nbcXTYZ181X556goegeQtnZ2dizZ8/gP3u9XmRmZob8/qamTgSDcsivdySos5adhqY0iAa+N2D0OaPCEb8/0muiJYDYBYnl9XaE/FqPxwWvt0NxELW398DnDygtTTMHTzXh0/01uHJ6Dq6Znh3yzyCcANY9hBYuXIjnnnsOzc3NSEhIwPvvv49HHnlE7zJIgdFWyo0URMDIQRPp8Fq47xc176P0tUoCiF0QqeFEdSve3X0WJXnJuOv6Usih/84fFt1DKCsrC+vWrcNdd92Fvr4+rF69GtOnT9e7DFIo3CACIntu0EjCvR9IiwAKJwAYGmQ0p2rb8bfPKjHWk4T/Z/UMTRYiXEqSZa1zTl1mH44bbV5otDkhJYsNtNolYbT7h4YLIyC8+aBLRbInnFoBFGmAhPJ+dkHG4O/xh/zacIfjdpfXCB+OO1vfgT9/fBKZqU6s//5sOOOUb05qiuE4GpkRFydcKtKuaIAWzx7S4oZUtS/wagcQUaRqGrvwl09OIc0dj5/dOSusAAoXQ8hkQlllF85rlRroKEZaOQeM3BWpvdxazYUIIh+voDSA2AVRJM41d2PjRxVwOx342XdnweXUd/SIe8dFOa0vUKNd2LV+UNyF5xkJA4jo27ytPXhtWwWccTb87LuzkJoUr3sNDCGdibho6BFEIsNIrQAqzHFrMvTGACIjamrvxWvbKmC3WfDgnbORkZwgpA4OxxnQaPNC4QyzDVywtHykw2hDdMDFgTHSUF0oQgk1JQGkJqXHYwCRnlo7ffjT1goAwIN3ztZsN4RQMIRiTDgXL6XBFUoYAd8OkVBDSe2OSs0LOp8RREbX0e3Hn7ZWIBAI4sHvzkZuRqLQehhCAmi5YEALl15YQ6091DAaoHa4hNIFqRFAeu8Jxy6IwtXV04f/3VqBXn8AP10zEwVZypdUq40hZFBaDMmp5cKLYCg1XBgGWj2jaLjzjSSSi3mkQRBu98MAonD1+Prxp20V6Ozpw7rbZqA4N1l0SQAYQhShcANJqzDSOoDUCAF2P6S3Xn8/XttWgZZOH36yegYm5qeKLmkQQ8jEjDasp2TxgxbdkVH2gxsOux8Swd8XwJ8/PgVvWy/uu2Uqpo5LE13SRRhCgqj1aAejBREQ2XAdoCyUwgkepRd1BhCZVX8giNc/PY26pi78w81TMKvEM/qbdMYQigJGDKIB4SwNN0pHIzJ81Do/xa5gUMbbO8/gTH0HfrB8IuZPyhJd0pB4s6rBRcvyXS1uBA2nBi1eO5SiXDcDiISRZRkf7KnCsapWrL5mPK6eMUZ0ScNiJySQmh2MVjejjnYxDPem2XDeGwm9AijSXxoYPqSGT8vrcOBkE5bNy8OKywtElzMihpAJKNlZO9Jgi3S+RMm59QokPQJIjY6VAURq2Hfci88P12PB1GysubZYdDmjYghFISVdkVbb1RhhWyG9FiAwgMgoTta2Ycu+akwZl4a/L5ssupyQMIRMIpznDIm8sIXb5UTSWQ13DK3ew/AhI/G29uDNzyqRk56I+26dCkkSXVFoGEKCGXllm1oi6XL0uEgzgMjsOnv68JePTyLeYcVP18xEvN08l3bzVEqmeOrqSEQtShiJ1rtdq3FOopGcvxfoFHr8ATz03dlITYoTXZIiDCESQo9HS4RaQ6i48o2MaMu+atQ1dWPtqikYZ8L/xnifkMlEy31DA0TdP8QAomhw6HQzDlQ0YelleZg30Zg3o46GnZABKJ0XEjksN9TFWI1ajLhcewBvOiUjamzrwftfVKFojBu3m2Ap9nAYQialVxCFcgFWO5i0CiQGEEULX18Af/30NOIcVvyfv5sKi1mWwg2BIWRiWgWRGkN+A8eItL5IA0nE7gcMH9Lati9r0NLpw7rbZiIlMV50ORFhCJmcWhd7reaaLjyumoGkJXY/ZGSnattQfvL8PJDRHssQDoaQQUR6v5DSMBKxwEGtwNQSux8ysl5/P97dXYWstASsXjRedDmqYAhFGTOsnlOzO1ITA4iMbuu+GnT19mHdbdNht0XH4maGEAllhO6Iw29kBqdq2/DV6WbcMD8f43KSRZejGmEh9PTTT8NqteLHP/6xqBLIQER1RwwgMoNAIIgt+2qQkRyPv1tUJLocVenez3V0dGD9+vV46aWX9D41mcTAA+G0HFqM5PhGeEAfxZZ9JxrR0uHDHUsmwGqJjmG4Abp3Qlu2bEFhYSHuuecevU9teLGwmalSanZI3PeNzKirtw+ffVWHSQWpmFWSIboc1ekeQqtWrQIAPPfcc2G9Pz09SdHr2zp9YZ2HjGe4EBkqnLToohhAscnjcWn6egBwuxPQ1x8c8nvbPqpAf0DGj1bPCOvYRqdZCG3evBm/+tWvLvpaUVERXn755YiO29TUiWBQDvn1jgRHROcj49NjRSADKHZ5vR0hv9bjccHr7VAcFu3tPfD5A9/6emunD3uO1mPRjDFIslsU1SJCOCGpWQgtX74cy5cv1+rwRLpg+JBInx+uh9Ui4eYrx4kuRTNcom0wZpkXCvXibIbPMhwGEInU3uXHV6ebceW0HKSY7BlBSjCEKCThXpCHep/Rg4nhQ0aw60g9JAA3LSwUXYqmhIUQ7w8yPq0uxpce1yihxPAho+jx9ePgqSbMm5SF9GRzb1A6GnZCBiRySE70A+ZEfG6GDxnNodPN6A/IuH5+vuhSNMcQIkNdhPXskoz0uYkGyLKM/ScbUZDtQn6msltSzIghZFBad0NmuQAPV6fezxYi0ku1twvN7T7ctDB6V8RdiCFkYGoHUTRdhKPpsxBdqPxkI+IdViycli26FF0whAwu0iDixZrIPPoDQZyobsOciZmwW6Nrj7jhMIRMQGkQMXiIzKnyXAf8/UHMm5gpuhTdMIRMgsFCFP2OV7Ui3mHF1KJ00aXoJjb6PSIigwsEZVTUtGFaUTqsFkl0ObphCBERGUBdUxd6/QHMKfWILkVXDCEiIgM4W98JCYipoTiAIUREZAhn6juQ60mEMy62puoZQkREgvUHZNQ2dmFiQaroUnTHECIiEqy+pRuBoIzJhWmiS9EdQ4iISDBvaw8AYMLYFMGV6I8hREQkmLe1B6muOCQmxNZ8EMAQIiISrrGtFwXZLsiy6Er0xxAiIhKsvcuPcdmxuSsKQ4iIyADys6L/2UFDYQgRERlAridRdAlCMISIiASzWiSku+NFlyEEQ4iISLA0dzwkKXY2Lb0QQ4iISLC0GO2CAIYQEZFwqa440SUIwxAiIhIsJdEhugRhGEJERIKluNkJERGRIKlJ7ISIiEiQxASGkG727t2L1atXY+XKlbj77rtRU1OjdwlERIYSaw+yu5DuIfTAAw/gl7/8Jd544w3cdNNN+OUvf6l3CUREhpIQZxVdgjC6hpDf78dPfvITTJw4EQBQWlqKuro6PUsgIjIcmzV2Z0Z0/eQOhwMrV64EAASDQTz//PNYsmSJniUQERlOLD7CYYAky9p8/M2bN+NXv/rVRV8rKirCyy+/DL/fj4ceeghtbW343e9+B7vdrkUJAIC2Tp9mxyai6JecFLvLp/WgWQgNp6urCz/60Y+QkpKCp556Cg6HslUhTU2dCAZDL9kRw6tOiChy/h5/yK/1eFzwejvg8bgUnUPpdc2olH5uQNDChIKCAjz99NOKA4iIiKKLrusCDx8+jC1btqC4uBi33HILACAzMxMvvPCCnmUQEZFB6BpCkydPxrFjx/Q8JRERGVjsrgskIiLhGEJERCQMQ4iIiIRhCBERkTAMISIiEoYhREREwjCEiIhIGIYQEREJwxAiIiJhGEJERCQMQ4iIiIRhCBERkTAMISIiEoYhREREwuj6KAcRlDwVcSQDT0w0GtalDOtShnWR1tgJERGRMAwhIiIShiFERETCMISIiEgYhhAREQnDECIiImEYQkREJAxDiIiIhGEIERGRMAwhIiIShiFERETCmG7vOItFislzj4R1KcO6lGFdyhi1LqOSZFmWRRdBRESxicNxREQkDEOIiIiEYQgREZEwDCEiIhKGIURERMIwhIiISBiGEBERCcMQIiIiYRhCREQkDENIgT179uDWW2/FTTfdhLVr16KtrU10SQCAvXv3YvXq1Vi5ciXuvvtu1NTUiC5p0NNPP43nnntOdBl48803sWLFCixbtgx//OMfRZdzkc7OTtx4442orq4WXcqg559/HmVlZSgrK8OTTz4pupxBzzzzDFasWIGysjK89NJLosv5lieeeAIPPfSQ6DLMRaaQLVmyRD5x4oQsy7L8H//xH/Kvf/1rwRWdt3jxYvnIkSOyLMvyxo0b5bVr1wquSJbb29vlf/7nf5anT58uP/vss0JrOXfunLx48WK5paVF7urqkm+66abBf4+i7d+/X77xxhvlKVOmyFVVVaLLkWVZlj/77DP59ttvl30+n+z3++W77rpLfv/990WXJe/atUtes2aN3NfXJ/f09MiLFy+WT548KbqsQTt27JDnz58v/+xnPxNdiqmwE1LgnXfeQXFxMfr6+lBfXw+32y26JPj9fvzkJz/BxIkTAQClpaWoq6sTXBWwZcsWFBYW4p577hFdCnbs2IHLL78cKSkpcDqduP766/Huu++KLgsA8Nprr+EXv/gFMjMzRZcyyOPx4KGHHoLD4YDdbsf48eNRW1sruizMmzcPr7zyCmw2G5qamhAIBOB0OkWXBQBobW3Fhg0bsHbtWtGlmA5DSAG73Y5jx45h0aJF2LVrF8rKykSXBIfDgZUrVwIAgsEgnn/+eSxZskRwVcCqVavwD//wD7BaraJLQUNDAzwez+A/Z2Zmor6+XmBF33j00Ucxd+5c0WVcpKSkBDNnzgQAVFZWYvPmzVi0aJHgqs6z2+149tlnUVZWhgULFiArK0t0SQCAn//851i3bp0hfjE1G4bQEDZv3oyrr776oj8/+MEPAJzvNHbs2IF//Md/xLp16wxTl9/vxz/90z+hv78fP/zhDw1Rk1EEg0FI0jfb68uyfNE/09BOnDiBe++9Fw8++CAKCwtFlzPo/vvvx86dO1FXV4fXXntNdDnYuHEjcnJysGDBAtGlmJLpniekh+XLl2P58uUXfc3n8+HDDz8c7DJuvvlmPPHEE8LrAoCuri786Ec/QkpKCn7729/CbrcLr8lIsrOzsWfPnsF/9nq9hhr+MqK9e/fi/vvvx/r16w3R8QPAyZMn4ff7MWnSJCQkJGDZsmU4duyY6LLwzjvvwOv1YuXKlWhra0N3dzcee+wxrF+/XnRppsBOKEQ2mw3/9m//hq+++grA+Q5g9uzZgqs674EHHkBBQQGefvppOBwO0eUYzsKFC7Fz5040Nzejp6cH77//Pq6++mrRZRlWXV0d7rvvPjz11FOGCSAAqK6uxsMPPwy/3w+/348tW7Zgzpw5osvCSy+9hLfeegtvvPEG7r//flx77bUMIAXYCYXIarViw4YN+PnPf45AIICsrCw8+uijosvC4cOHsWXLFhQXF+OWW24BcH7O44UXXhBcmXFkZWVh3bp1uOuuu9DX14fVq1dj+vTpossyrBdffBE+nw+PP/744NfWrFmDO+64Q2BVwKJFi1BeXo5Vq1bBarVi2bJlhgpJCg+frEpERMJwOI6IiIRhCBERkTAMISIiEoYhREREwjCEiIhIGIYQEREJwxAiIiJhGEIUk15//XUsWbIEXV1d6O7uxvLly/HXv/5VdFlEMYc3q1LM+ulPfwqXywW/3w+r1YpHHnlEdElEMYchRDGrs7MTK1euRHx8PDZt2oS4uDjRJRHFHA7HUcxqamqCz+dDe3s7GhoaRJdDFJPYCVFM6uvrw5o1a7BmzRoEg0Fs3LgR//M//6PrYzCIiJ0Qxaj//M//REZGBr7zne/g9ttvR2pqKjZs2CC6LKKYw06IiIiEYSdERETCMISIiEgYhhAREQnDECIiImEYQkREJAxDiIiIhGEIERGRMAwhIiIS5v8HMw96lHQjZrwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also draw a two-dimensional kernel density plot with the `kdeplot()` function. This allows you to draw this kind of plot onto a specific (and possibly already existing) matplotlib axes, whereas the `jointplot()` function manages its own figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a26747e80>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 6))\n",
    "sns.kdeplot(df.x, df.y, ax=ax)\n",
    "sns.rugplot(df.x, color=\"g\", ax=ax)\n",
    "sns.rugplot(df.y, vertical=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you wish to show the bivariate density more continuously, you can simply increase the number of contour levels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a269ad128>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(6, 6))\n",
    "cmap = sns.cubehelix_palette(as_cmap=True, dark=0, light=1, reverse=True)\n",
    "sns.kdeplot(df.x, df.y, cmap=cmap, n_levels=60, shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `jointplot()` function uses a `JointGrid` to manage the figure. For more flexibility, you may want to draw your figure by using `JointGrid` directly. `jointplot()` returns the `JointGrid` object after plotting, which you can use to add more layers or to tweak other aspects of the visualization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a26bdd358>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x=\"x\", y=\"y\", data=df, kind=\"kde\", color=\"m\")\n",
    "g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
    "g.ax_joint.collections[0].set_alpha(0)\n",
    "g.set_axis_labels(\"$X$\", \"$Y$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing pairwise relationships in a dataset\n",
    "\n",
    "To plot multiple pairwise bivariate distributions in a dataset, you can use the `pairplot()` function. This creates a matrix of axes and shows the relationship for each pair of columns in a DataFrame. by default, it also draws the univariate distribution of each variable on the diagonal Axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1a26daa6d8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 806.85x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much like the relationship between `jointplot()` and `JointGrid`, the `pairplot()` function is built on top of a `PairGrid` object, which can be used directly for more flexibility:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1a26455748>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(sns.distplot)\n",
    "g.map_offdiag(sns.kdeplot, cmap=\"Blues_d\", n_levels=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
